GitHub - frozenleaves/MIL

简介

本项目以Qwen3-0.6B-Embedding模型编码文本特征，以 ResNet-101 编码常规图像特征，以 Virchow2 编码病理切片特征，用于完成病例的多标签分类。模型整体为基于NLP和ViT的一个多模态模型，其中 Virchow2 和 Qwen3-Embedding部分的权重是冻结的，在训练过程中不参与权重更新，参与更新的部分包括：ResNet， MIL模型GatedAttentionMIL，以及处理投影、模态对齐融合的UnifiedMultimodalModel，以及其中构建的分类头。

参数

配置文件参数说明

RAW_DATA_ROOT： 数据集的根目录，例如 /media/codingma/LLM/lcx/Medical_Info_Classification/datasets/train

DATA_INDEX_PATH: 数据集索引文件所在目录，该文件可由MIL/prepare_dataset.py 这一脚本自动生成，用于获取每个样本中有多少数据文件，只需要运行 python prepare_dataset.py 即可在DATA_INDEX_PATH指定的路径生成索引文件。

OVERWRITE_SWI_FEATURES：在执行prepare_dataset脚本时，是否重新生成切片特征，如果为True则会重新由Virchow2来为每个切片文件提取特征，如果为False，当特征文件已经提取过后，则不会重新提取。

VIRCHOW2_MODEL_ID：Virchow2 模型权重路径或者hugguing face id，该模型需要获取访问权限，传入的时候应该是以下两种形式：1. "hf-hub:paige-ai/Virchow2"；2. "local-dir:/media/codingma/LLM/lcx/Virchow2"，1是在线路径，2是本地路径

QWEN_MODEL_PATH: Qwen3-Embedding模型权重路径，或者 hf url

CLASS_MAP: 类别id——类别名的映射

CHECKPOINT_DIR: 训练权重保存路径

NUM_CLASSES： 模型分类头输出类别数量

以下为 WSI 在提取切片特征时的处理参数

PATCH_SIZE = 224            # Virchow2 固定尺寸
TILE_LEVEL = 0              # 40x / 20x 最高倍率
BATCH_SIZE_WSI = 256        # 特征提取时的 Batch Size
NUM_WORKERS = 8             # DataLoader workers
BG_THRESHOLD = 220          # 去除背景的阈值
SAVE_COORDS = False         # 是否保存每个patch的坐标

以下为模型容量参数配置

FUSION_DIM = 768            # GatedAttentionMIL模型的隐藏层维度，512 -> 768 (增大维度)
FUSION_LAYERS = 6           # Fusion module的隐藏层数量，2 -> 6 (增加深度)
FUSION_HEADS = 12           # Fusion module的attention head数量，768 / 12 = 64 (必须能整除 FUSION_DIM)
FUSION_DROPOUT = 0.1        # dropout参数

WSI_INPUT_DIM = 2560        # 切片预处理特征向量的输出维度，也即切片数据送入模型的输入维度
MAX_TEXT_LEN = 512          # Embedding 模型最大文本长度
FREEZE_TEXT_MODEL = True    # 是否冻结文本模型训练

以下为训练过程的超参数

BATCH_SIZE = 4              # 训练的 batch size
EPOCHS = 10                 # 训练 epoch
LEARNING_RATE = 2e-5        # 学习率
WEIGHT_DECAY = 0.0001       # 学习率衰减指数

# [新增策略]
DATA_EXPAND_FACTOR = 10     # 虚拟扩充数据集大小，训练过程中会对参与训练的数据集进行数据增强，增强后的训练数据总量为原始数据量乘以 DATA_EXPAND_FACTOR
GRAD_ACCUM_STEPS = 4        # 梯度累积步数 

# [验证集划分]
TRAIN_VAL_SPLIT = 0.8       # 训练集与验证集的比例，测试集不在此划分序列内
SEED = 42                   # 随机种子

DEVICE = "cuda" 
USE_AMP = True              # 是否启用混合精度

模型

模型由如下部分构成，具体结构见MIL/src/mil/model.py：

用于文本特征提取的text_backbone：Qwen3-Embedding模型。
用于常规图片特征提取的image_backbone: 其主干结构为ResNet，但是去掉了最后两层 (AvgPool, FC)，只保留特征层。
用于病理切片特征处理的多实例学习模型：带 Mask 的门控注意力 MIL（GatedAttentionMIL），
用于融合多模态信息的Transformer-encoder：Cross-Modal Fusion model
一个fusion_cls_token用于聚合上述所有特征分类信息，一个classifier用于输出最终分类结果

数据集

当前数据集存放在/media/codingma/LLM/lcx/Medical_Info_Classification/datasets，该路径下的train和test目录下的样本文件均为软连接，删除不影响原文件，如有重新划分的需求，可以随时清空。

在启动训练之前，需要按照如下步骤准备数据集：

提取doc文件中的内容生成txt文本文件这一步可由MIL/prepare_dataset.py提供的doc2txt函数可完成doc文件提取
为切片数据离线提取特征通过 MIL/prepare_dataset.py提供的generate_wsi_features函数，可以为RAW_DATA_ROOT路径下的所有切片数据，离线提取特征，该函数接受一个overwrite的bool参数，为True时表示每次运行都重新生成特征文件，为False时则跳过已生成特征的切片数据，只为没有生成过的切片数据提取特征。生成的特征为一个大的二维Tensor，保存在文件名为svs文件同名的.pt文件中，与svs文件同目录。
划分训练数据集合测试数据集

通过MIL/prepare_dataset.py提供的prepare_dataset函数,可以将数据集通过软连接的方式，按照传入的train_ratio按比例随机切分为训练集和测试集，当前代码中数据集的默认划分比例为0.5，注意：当原始文件中某个类别的样本数量小于50的时候，会强制将传入的train_ratio提升至0.8
为训练数据集生成索引文件索引文件是为了获取每个数据集中，各个文件的所在路径，是一个CSV表格，该文件可以通过MIL/prepare_dataset.py提供的generate_index_file函数生成, 索引文件保存路径为config.py中DATA_INDEX_PATH指定的路径。

在准备完成上述数据后，即可开始训练模型，训练流程参照下文。

训练

训练开始前需要按照说明准备好数据索引文件，如果需要重新划分测试集，可以在生成索引文件之前，通过Medical_Info_Classification/MIL/src/mil/utils.py中提供的脚本来重新划分，配置完相关切分参数，将原有的软连接删除或者重新指定保存路径，重新运行即可。

# 项目根目录
cd /media/codingma/LLM/lcx/Medical_Info_Classification/MIL

# 安装
pip install -e .


启动训练方式： 

# 以默认配置启动训练
python train.py

权重文件会保存两份：一份是在每个epoch训练完成时，验证准确率最好的模型权重best_val.pth，另一份是训练结束时的权重last.pth,使用时以best_val.pth为准。

推理

inference.py 提供了推理脚本，入口为 evaluate_test_set，该函数接受一个test_root参数，指定测试数据集的路径，可选use_txt、use_img、use_svs三个bool参数，默认均为True，设为False表示相应地禁用文本、照片、切片数据。同时接受一个enable_fallback的bool参数，表示在多标签分类的时候，是否保底至少选择一个标签，当该参数为True，即使模型所有标签的输出概率均小于阈值，仍会选择一个概率最高的标签作为输出；如果为False，则当所有标签的概率都小于阈值时，该样本的分类标签为空。

输出结果包括如下部分：

推理使用样本数量和样本分布情况
测试精确度Accuracy
Classification Report，包括precision、recall、f1-score、 macro avg、weighted avg等指标
Confusion Matrix和ROC曲线图

# 以默认配置启动推理
cd /media/codingma/LLM/lcx/Medical_Info_Classification/MIL

python inference.py

实验结果

实验参数

config配置

class Config:
    # ================= 路径配置 =================
    # 数据集根目录 
    RAW_DATA_ROOT = "/media/codingma/LLM/lcx/Medical_Info_Classification/datasets/train"

    DATA_INDEX_PATH = "/media/codingma/LLM/lcx/Medical_Info_Classification/datasets/train/index.csv"
    OVERWRITE_SWI_FEATURES = False
    VIRCHOW2_MODEL_ID = "local-dir:/media/codingma/LLM/lcx/Virchow2" 
    QWEN_MODEL_PATH = "/media/codingma/LLM/lcx/Qwen3-Embedding-0.6B" 
    
    NUM_CLASSES = 7 
    
    # 原始数据集的类别映射
    RAW_CLASS_MAP = {
        "已整理-OLK": 0,
        "已整理-OLP": 1,
        "已整理-OSCC": 2,
        "已整理-OSF": 3,
        "已整理-OSF+OLK": 4,
        "已整理-乳头状瘤": 5,
        "已整理-粘液囊肿": 6,
        "已整理-纤维增生": 7,
    }
    
    # 模型输出label-id映射
    TARGET_CLASS_NAMES = [
        "OLK",      # 0
        "OLP",      # 1
        "OSCC",     # 2
        "OSF",      # 3
        "乳头状瘤",  # 4
        "粘液囊肿",  # 5
        "纤维增生"   # 6
    ]

    CLASS_MAP = RAW_CLASS_MAP
    
    # WSI 处理参数
    PATCH_SIZE = 224       # Virchow2 固定尺寸
    TILE_LEVEL = 0         # 40x / 20x 最高倍率
    BATCH_SIZE_WSI = 256    # 特征提取时的 Batch Size
    NUM_WORKERS = 8        # DataLoader workers
    BG_THRESHOLD = 220     # 去除背景的阈值
    SAVE_COORDS = False
    USE_FAST_VERSION = True

    # ================= 训练参数 =================
    # 权重保存目录
    CHECKPOINT_DIR = "/media/codingma/LLM/lcx/Medical_Info_Classification/checkpoints"
    
    # [模型容量配置]
    FUSION_DIM = 768       
    FUSION_LAYERS = 6      
    FUSION_HEADS = 12     # (必须能整除 FUSION_DIM)
    FUSION_DROPOUT = 0.1

    WSI_INPUT_DIM = 2560
    MAX_TEXT_LEN = 512
    FREEZE_TEXT_MODEL = True
    
    BATCH_SIZE = 4
    EPOCHS = 10
    LEARNING_RATE = 1e-5
    WEIGHT_DECAY = 0.01
    
    DATA_EXPAND_FACTOR = 10  # 虚拟扩充数据集大小 
    GRAD_ACCUM_STEPS = 4     # 梯度累积步数 
    
    # [验证集划分]
    TRAIN_VAL_SPLIT = 0.8   # 训练集与验证集的划分比例
    SEED = 42               # 随机种子

    DEVICE = "cuda"
    USE_AMP = True

数据集划分

训练/测试数据集的划分比例为 7:3，总训练集样本数371，总测试集样本数150.训练数据集中，80%用于训练，20%用于验证。

各数据分布情况如下：

训练数据集：

            类别               | 样本数量
    -----------------------------------
    已整理-OLK                 | 49
    已整理-OLP                 | 102
    已整理-OSCC                | 56
    已整理-OSF                 | 12
    已整理-OSF+OLK             | 27
    已整理-乳头状瘤             | 32
    已整理-粘液囊肿             | 58
    已整理-纤维增生             | 35
    -----------------------------------
    总计                       | 371

测试数据集：

    类别                       | 样本数量
    -----------------------------------
    已整理-OLK                 | 21
    已整理-OLP                 | 44
    已整理-OSCC                | 25
    已整理-OSF                 | 4
    已整理-OSF+OLK             | 7
    已整理-乳头状瘤             | 9
    已整理-粘液囊肿             | 25
    已整理-纤维增生             | 15
    -----------------------------------
    总计                       | 150

测试结果

测试1

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth
  
  测试数据：病历文本 + 照片 + 病理切片特征

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.9133 (137/150) (True sample / Total sample)，下同，不再注释

Classification Report

Classification Report:
                  precision    recall  f1-score   support
    OLK             0.8929    0.8929    0.8929        28
    OLP             0.9333    0.9545    0.9438        44
    OSCC            0.9600    0.9600    0.9600        25
    OSF             0.7143    0.9091    0.8000        11
    乳头状瘤         1.0000    1.0000    1.0000         9
    粘液囊肿         0.9615    1.0000    0.9804        25
    纤维增生         1.0000    1.0000    1.0000        15

    micro avg       0.9259    0.9554    0.9404       157
    macro avg       0.9231    0.9595    0.9396       157
    weighted avg    0.9297    0.9554    0.9416       157
    samples avg     0.9400    0.9567    0.9444       157

Confusion Matrix

由于是多标签分类问题，无法按照单标签绘制 7x7 的混淆矩阵，因此将其拆分为7个独立的二分问题绘制，下同不再注释。
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ✅ 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 周建兰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 周志权 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 方成OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 曾金仙OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 洪峰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 魏少坚OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王振 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王来信 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 祝星星 OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑益斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 阮志明OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ✅ 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈孟OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 颜安君OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 徐永超OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 曹艾OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 傅春凤CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 冯静CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ (Fallback) 李康-OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OLK', 'OSCC']
    ------------------------------
    ✅ 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 顾华康OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴立芳 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 胡军仙OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 高正男OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['粘液囊肿', '纤维增生']
    ------------------------------
    
    ==================================================

测试2

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：病历文本+病理切片特征

测试结果：

Accuracy

  Test Set Accuracy : 0.8933  (134/150)

Classification Report

Classification Report:
            precision    recall    f1-score    support

    OLK         0.8621    0.8929    0.8772        28
    OLP         0.9130    0.9545    0.9333        44
    OSCC        0.9583    0.9200    0.9388        25
    OSF         0.7143    0.9091    0.8000        11
    乳头状瘤     1.0000    0.8889    0.9412         9
    粘液囊肿     0.9615    1.0000    0.9804        25
    纤维增生     0.9375    1.0000    0.9677        15

micro avg       0.9080    0.9427    0.9250        157
macro avg       0.9067    0.9379    0.9198        157
weighted avg    0.9123    0.9427    0.9261        157
samples avg     0.9233    0.9433    0.9289        157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

        Starting Inference Loop...
    ✅ 严云荣OLK16龈缘单纯OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 何建国 OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 傅雅婷OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 刘丽斌OLK单纯
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 周建兰OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ❌ 周志权 OLK
    True: ['OLK']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 孟建忠-44OLK轻中度异常-46OLK单纯增生
    True: ['OLK']
    Pred: ['OLP']
    ------------------------------
    ❌ 方成OLK
    True: ['OLK']
    Pred: ['OLP']
    ------------------------------
    ✅ 施雅琴OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 曾金仙OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 朱伟清 OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ❌ 李光明OLK-舌背单纯-左颊轻度异常
    True: ['OLK']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李建鹏OLK单纯
    True: ['OLK']
    Pred: ['OLP']
    ------------------------------
    ❌ 李文忠OLK单纯
    True: ['OLK']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 沈德章 多发OLK-左颊及舌背单纯
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 洪峰OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 赵柠禾 OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 赵秀英-OLK
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ✅ 阮桂良-牙龈OLK-牙龈单纯增生
    True: ['OLK']
    Pred: ['OLK']
    ------------------------------
    ❌ 魏少坚OLK
    True: ['OLK']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 王振 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 王斌OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 王春连
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 王来信 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ❌ 祝星星 OLP
    True: ['OLP']
    Pred: ['OLK']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 胡雪 OLP单纯
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 蒋晓徐 OLP斑纹-病理OLP伴OSF
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 赵一峰 舌背OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 郑淑敏 OLP糜烂
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 郑益斌OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ❌ 阮志明OLP
    True: ['OLP']
    Pred: ['OSCC']
    ------------------------------
    ✅ 陆桂花 梅毒 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 陈孟OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 陈玉婵 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 颜安君OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 尹晨辉 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 徐永超OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 曹艾OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 李雪荣OLP单纯
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
    True: ['OLP']
    Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 傅春凤CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 冯静CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 朱显玮OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 李康-OSCC
    True: ['OSCC']
    Pred: ['OLP']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 王君全OSCC-右下牙龈鳞状细胞癌
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 王炎根-OSCC左颊
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ❌ 范卫科—中重度上皮异常增生）
    True: ['OSCC']
    Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ❌ 陈金凤 右舌腹白斑原位癌变—
    True: ['OSCC']
    Pred: ['OLK', 'OSCC']
    ------------------------------
    ✅ 陈革林-左颊OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 顾华康OSCC
    True: ['OSCC']
    Pred: ['OSCC']
    ------------------------------
    ✅ 吴立芳 OSF
    True: ['OSF']
    Pred: ['OSF']
    ------------------------------
    ✅ 胡军仙OSF
    True: ['OSF']
    Pred: ['OSF']
    ------------------------------
    ✅ 谢忠杰 OSF
    True: ['OSF']
    Pred: ['OSF']
    ------------------------------
    ❌ 高正男OSF
    True: ['OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 吴昊临床OLK-病理显示OLK+OSF
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李援OLK-何虹患者-病理OSF伴单纯OLK
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 柳振方 OSF+OLK
    True: ['OLK', 'OSF']
    Pred: ['OLK']
    ------------------------------
    ✅ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 马雪地-OSF-左颊白斑伴OSF
    True: ['OLK', 'OSF']
    Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ❌ 吴德伟鳞状细胞乳头状瘤
    True: ['乳头状瘤']
    Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 张玉红鳞状细胞乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 王富珍 腭部乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 袁丙丙 -鳞状细胞乳头状增生
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ (Fallback) 黄涛 腭部乳头状瘤
    True: ['乳头状瘤']
    Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 周丹璐囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐晓康粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 林倢jie仪 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 田鑫 粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
    True: ['粘液囊肿']
    Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 单宇辰 右舌缘刺激性纤维增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 孙徐杰-舌背病理单纯OLK
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 张春书-病理舌尖局限性纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 张萍 纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 李威 刺激性纤维增生（智齿相关）
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
    True: ['纤维增生']
    Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
    True: ['纤维增生']
    Pred: ['粘液囊肿', '纤维增生']
    ------------------------------
    100%|███████████████████████████████████████████████| 150/150 [00:06<00:00, 22.91it/s]

测试3

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：病历文本+照片

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.8067 (121/150)

Classification Report

Classification Report:
              precision    recall  f1-score   support
    OLK         0.6667    0.8571    0.7500        28
    OLP         0.9024    0.8409    0.8706        44
    OSCC        0.8696    0.8000    0.8333        25
    OSF         0.7143    0.9091    0.8000        11
    乳头状瘤     0.8750    0.7778    0.8235         9
    粘液囊肿     0.9615    1.0000    0.9804        25
    纤维增生     0.8462    0.7333    0.7857        15

   micro avg    0.8323    0.8535    0.8428       157
   macro avg    0.8337    0.8455    0.8348       157
weighted avg    0.8444    0.8535    0.8449       157
 samples avg    0.8400    0.8533    0.8422       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ✅ 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 周建兰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 周志权 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 方成OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 曾金仙OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 洪峰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 魏少坚OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王振 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 王斌OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 王来信 OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ❌ 祝星星 OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 郑益斌OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ❌ 阮志明OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ✅ 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈孟OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 颜安君OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 徐永超OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 曹艾OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 傅春凤CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 冯静CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OLK', 'OSCC']
    ------------------------------
    ❌ (Fallback) 李康-OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 顾华康OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴立芳 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 胡军仙OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ❌ 高正男OSF
       True: ['OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['粘液囊肿']
    ------------------------------
    
    ==================================================

测试4

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：病历文本

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.7800 (117/150)

Classification Report

Classification Report:
              precision    recall  f1-score   support
    OLK         0.6341    0.9286    0.7536        28
    OLP         0.9677    0.6818    0.8000        44
    OSCC        0.7600    0.7600    0.7600        25
    OSF         0.6667    0.9091    0.7692        11
    乳头状瘤     0.8750    0.7778    0.8235         9
    粘液囊肿     0.9259    1.0000    0.9615        25
    纤维增生     0.8571    0.8000    0.8276        15

   micro avg    0.8012    0.8217    0.8113       157
   macro avg    0.8124    0.8368    0.8136       157
weighted avg    0.8315    0.8217    0.8129       157
 samples avg    0.8100    0.8200    0.8111       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ✅ 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 周建兰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 周志权 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 方成OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 曾金仙OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 洪峰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 魏少坚OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ (Fallback) 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王振 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 王斌OLP
       True: ['OLP']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 王来信 OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ❌ 祝星星 OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ 郑益斌OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ❌ 阮志明OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ✅ 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 陈孟OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 颜安君OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ❌ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 徐永超OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 曹艾OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OSCC']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 傅春凤CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 冯静CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 李康-OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 顾华康OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴立芳 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 胡军仙OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ❌ 高正男OSF
       True: ['OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['粘液囊肿']
    ------------------------------
    
    ==================================================

测试5

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：照片 + 病理切片特征

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.7800 (117/150)

Classification Report

Classification Report:
              precision    recall  f1-score   support
    OLK         0.9000    0.6429    0.7500        28
    OLP         0.7586    1.0000    0.8627        44
    OSCC        0.9583    0.9200    0.9388        25
    OSF         0.3750    0.2727    0.3158        11
    乳头状瘤     0.5833    0.7778    0.6667         9
    粘液囊肿     0.9167    0.8800    0.8980        25
    纤维增生     0.9231    0.8000    0.8571        15

   micro avg    0.8113    0.8217    0.8165       157
   macro avg    0.7736    0.7562    0.7556       157
weighted avg    0.8196    0.8217    0.8103       157
 samples avg    0.8233    0.8367    0.8244       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ✅ (Fallback) 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 周建兰OLK
       True: ['OLK']
       Pred: ['OLK', 'OLP']
    ------------------------------
    ❌ 周志权 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 方成OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 曾金仙OLK
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 洪峰OLK
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 魏少坚OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 王振 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王来信 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 祝星星 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑益斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 阮志明OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈孟OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 颜安君OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 徐永超OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 曹艾OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 傅春凤CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 冯静CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 李康-OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OLP', 'OSCC']
    ------------------------------
    ✅ 顾华康OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 吴立芳 OSF
       True: ['OSF']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ (Fallback) 胡军仙OSF
       True: ['OSF']
       Pred: ['OSF']
    ------------------------------
    ❌ 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ 高正男OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ✅ 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ (Fallback) 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ (Fallback) 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ (Fallback) 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ (Fallback) 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ (Fallback) 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ✅ 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ (Fallback) 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OSCC']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ (Fallback) 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['OSF', '纤维增生']
    ------------------------------
    
    ==================================================

测试6

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：照片

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.3200 (48/150)

Classification Report

Classification Report:
              precision    recall  f1-score   support
    OLK         0.1970    0.4643    0.2766        28
    OLP         0.4146    0.7727    0.5397        44
    OSCC        1.0000    0.0800    0.1481        25
    OSF         0.0000    0.0000    0.0000        11
    乳头状瘤     0.0000    0.0000    0.0000         9
    粘液囊肿     0.0000    0.0000    0.0000        25
    纤维增生     0.0000    0.0000    0.0000        15

   micro avg    0.3267    0.3121    0.3192       157
   macro avg    0.2302    0.1881    0.1378       157
weighted avg    0.3106    0.3121    0.2242       157
 samples avg    0.3267    0.3233    0.3244       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ✅ (Fallback) 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 周建兰OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 周志权 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 方成OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 曾金仙OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 洪峰OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 魏少坚OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 王振 OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 王斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王来信 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 祝星星 OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 郑益斌OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 阮志明OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 陈孟OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 颜安君OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 姚利忠OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 徐永超OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 曹艾OLP
       True: ['OLP']
       Pred: ['OLK']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 丁俊华CA
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 傅春凤CA
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 冯静CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 刘宁OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 周志华CA
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 张召妹CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 李康-OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 王贵琴CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 蒋科科CA
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 顾华康OSCC
       True: ['OSCC']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 吴立芳 OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 胡军仙OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 高正男OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ❌ 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    ❌ (Fallback) 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['OLP']
    ------------------------------
    
    ==================================================

测试7

测试条件：

  模型：checkpoints_70_30_multi_label/best_val.pth

  测试数据：病理切片特征

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.8000 (120/150)

Classification Report

Classification Report:
              precision    recall  f1-score   support
    OLK         0.8696    0.7143    0.7843        28
    OLP         0.8800    1.0000    0.9362        44
    OSCC        0.9200    0.9200    0.9200        25
    OSF         0.2857    0.1818    0.2222        11
    乳头状瘤     0.6364    0.7778    0.7000         9
    粘液囊肿     0.9167    0.8800    0.8980        25
    纤维增生     0.8235    0.9333    0.8750        15

   micro avg    0.8408    0.8408    0.8408       157
   macro avg    0.7617    0.7725    0.7622       157
weighted avg    0.8293    0.8408    0.8310       157
 samples avg    0.8500    0.8500    0.8444       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

    Starting Inference Loop...
    ❌ (Fallback) 严云荣OLK16龈缘单纯OLK
       True: ['OLK']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 何建国 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 傅雅婷OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 刘丽斌OLK单纯
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ 周建兰OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 周志权 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 孟建忠-44OLK轻中度异常-46OLK单纯增生
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ❌ 方成OLK
       True: ['OLK']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 施雅琴OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 曾金仙OLK
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 朱伟清 OLK
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李光明OLK-舌背单纯-左颊轻度异常
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 李建鹏OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李文忠OLK单纯
       True: ['OLK']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 李昌荣OLK左颊单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 沈德章 多发OLK-左颊及舌背单纯
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ 洪峰OLK
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 赵柠禾 OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 赵秀英-OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 阮桂良-牙龈OLK-牙龈单纯增生
       True: ['OLK']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 魏少坚OLK
       True: ['OLK']
       Pred: ['OLK']
    ------------------------------
    ✅ 江清娣 OLP 限于左颊
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 王振 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王春连
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 王来信 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 祝星星 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 胡雪 OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 苏潇OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 茅丽庆OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 葛煜洲 舌背单发OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 蒋晓徐 OLP斑纹-病理OLP伴OSF
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 赵一峰 舌背OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 邢小英 右颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑淑敏 OLP糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 郑益斌OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 阮志明OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ (Fallback) 陆桂花 梅毒 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈孟OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈玉婵 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 陈青燕 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 颜安君OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 龚金菊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 何兴鸯OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余子妍 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 余洪-左颊OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 刘园芬OLP病理符合
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 吴博竞OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐德将OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 唐晓锋 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 姚利忠OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 尹晨辉 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 崔彩花OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 庄文君OLP-左上牙龈符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 彭登贤OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 徐永超OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 施明明 OLP-病理左颊OLP伴糜烂
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 曹艾OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 李雪荣OLP单纯
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 来婉尔 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 杨忠梅 OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 柳香月-扁平苔癣
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 梁爽 OLP斑纹
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 毛财英-符合OLP
       True: ['OLP']
       Pred: ['OLP']
    ------------------------------
    ✅ 丁俊华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 于琬竹 右舌腹Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 傅春凤CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 冯静CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 刘宁OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吕东娟左颊OSCc
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 吴彩凤CA-病理左舌腹中OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 周志华CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 张召妹CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 朱显玮OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 李康-OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 杨小红-病理原位癌可疑早期浸润
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 樊光奎CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 段改香-舌背OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王君全OSCC-右下牙龈鳞状细胞癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王炎根-OSCC左颊
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 王贵琴CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ (Fallback) 范卫科—中重度上皮异常增生）
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 董春杰 右颊创溃局部原位癌变 Ca
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 蒋科科CA
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 赵孟丹OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 郑锦烈 癌
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 陈金凤 右舌腹白斑原位癌变—
       True: ['OSCC']
       Pred: ['OLK']
    ------------------------------
    ✅ 陈革林-左颊OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ✅ 顾华康OSCC
       True: ['OSCC']
       Pred: ['OSCC']
    ------------------------------
    ❌ 吴立芳 OSF
       True: ['OSF']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ (Fallback) 胡军仙OSF
       True: ['OSF']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 谢忠杰 OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ 高正男OSF
       True: ['OSF']
       Pred: ['OLP']
    ------------------------------
    ❌ 吴昊临床OLK-病理显示OLK+OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 李志强左颊OSF伴OLK-单纯增生
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ❌ 李援OLK-何虹患者-病理OSF伴单纯OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ 柳振方 OSF+OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ❌ (Fallback) 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
       True: ['OLK', 'OSF']
       Pred: ['OLK']
    ------------------------------
    ✅ 马雪地-OSF-左颊白斑伴OSF
       True: ['OLK', 'OSF']
       Pred: ['OLK', 'OSF']
    ------------------------------
    ✅ 傅则建 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ 吴德伟鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张玉红鳞状细胞乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 徐红慧 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱晓丹 舌背乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 朱朝仙 乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ (Fallback) 王富珍 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 袁丙丙 -鳞状细胞乳头状增生
       True: ['乳头状瘤']
       Pred: ['乳头状瘤']
    ------------------------------
    ❌ (Fallback) 黄涛 腭部乳头状瘤
       True: ['乳头状瘤']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 俞亦鸿-病理粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ (Fallback) 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
       True: ['粘液囊肿']
       Pred: ['乳头状瘤']
    ------------------------------
    ✅ 俞铭扬 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 冯玉妹粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 刁陌桐-囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴伟杰 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 吴启荣 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ (Fallback) 周丹璐囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 唐浩 粘液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 张可欣粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 徐晓康粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 李墨囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ❌ (Fallback) 林倢jie仪 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['OSCC']
    ------------------------------
    ❌ 田鑫 粘液囊肿
       True: ['粘液囊肿']
       Pred: ['OSCC']
    ------------------------------
    ✅ 石建琪 左颊下份黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 祝千逸 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 程子航 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 翟昂瑞 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 许钰涵 黏液腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 谢雅淇 下唇黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 贺宗辰 舌前腺囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 郑茜文粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 陈明 黏液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 黄静 下唇粘液囊肿
       True: ['粘液囊肿']
       Pred: ['粘液囊肿']
    ------------------------------
    ✅ 丁皓君 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ (Fallback) 单宇辰 右舌缘刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ (Fallback) 孙徐杰-舌背病理单纯OLK
       True: ['纤维增生']
       Pred: ['OLK']
    ------------------------------
    ✅ (Fallback) 张春书-病理舌尖局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 张萍 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 徐慧 右口角内侧刺激性纤维增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 曹江祥 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 李威 刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 杨梦瑶 舌缘刺激性纤维增生？
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 王琦舌缘肿物-局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 胡茂顺局限性纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 钱菁 纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ✅ 陈沚涵纤维组织增生
       True: ['纤维增生']
       Pred: ['纤维增生']
    ------------------------------
    ❌ 高雨薇 纤维组织增生
       True: ['纤维增生']
       Pred: ['OSF', '纤维增生']
    ------------------------------
    
    ==================================================

测试8

测试条件：

  模型：checkpoints-txt_only/best_val.pth

  测试数据：仅文本

测试结果：

Accuracy

  Test Set Exact Match Accuracy: 0.7933 (119/150)

Classification Report

  Classification Report:
              precision    recall  f1-score   support

        OLK        0.6765    0.8214    0.7419        28
        OLP        0.8409    0.8409    0.8409        44
        OSCC       0.8000    0.8000    0.8000        25
        OSF        0.7500    0.8182    0.7826        11
     乳头状瘤       1.0000    0.6667    0.8000         9
     粘液囊肿       0.9615    1.0000    0.9804        25
     纤维增生       0.7500    0.8000    0.7742        15

  micro avg        0.8098    0.8408    0.8250       157
  macro avg        0.8256    0.8210    0.8171       157
  weighted avg     0.8183    0.8408    0.8262       157
  samples avg      0.8267    0.8400    0.8289       157

Confusion Matrix
ROC曲线

详细结果

点击展开详细推理数据

  Starting Inference Loop...
  ❌ 严云荣OLK16龈缘单纯OLK
     True: ['OLK']
     Pred: ['OLP']
  ------------------------------
  ✅ 何建国 OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 傅雅婷OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 刘丽斌OLK单纯
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 周建兰OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ❌ 周志权 OLK
     True: ['OLK']
     Pred: ['OLP', 'OSF']
  ------------------------------
  ✅ 孟建忠-44OLK轻中度异常-46OLK单纯增生
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 方成OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 施雅琴OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 曾金仙OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 朱伟清 OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 李光明OLK-舌背单纯-左颊轻度异常
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ❌ 李建鹏OLK单纯
     True: ['OLK']
     Pred: ['OLP']
  ------------------------------
  ✅ 李文忠OLK单纯
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 李昌荣OLK左颊单纯
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ❌ 沈德章 多发OLK-左颊及舌背单纯
     True: ['OLK']
     Pred: ['OLP']
  ------------------------------
  ❌ 洪峰OLK
     True: ['OLK']
     Pred: ['OLP']
  ------------------------------
  ✅ 赵柠禾 OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 赵秀英-OLK
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ✅ 阮桂良-牙龈OLK-牙龈单纯增生
     True: ['OLK']
     Pred: ['OLK']
  ------------------------------
  ❌ 魏少坚OLK
     True: ['OLK']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ✅ 江清娣 OLP 限于左颊
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 何兴鸯OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 余子妍 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 余洪-左颊OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 刘园芬OLP病理符合
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 吴博竞OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 唐德将OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 唐晓锋 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 姚利忠OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 尹晨辉 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 崔彩花OLP单纯
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 庄文君OLP-左上牙龈符合OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 彭登贤OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 徐永超OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 施明明 OLP-病理左颊OLP伴糜烂
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 曹艾OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 李雪荣OLP单纯
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ (Fallback) 来婉尔 OLP
     True: ['OLP']
     Pred: ['OSCC']
  ------------------------------
  ✅ 杨忠梅 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 柳香月-扁平苔癣
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 梁爽 OLP斑纹
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 毛财英-符合OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 王振 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ 王斌OLP
     True: ['OLP']
     Pred: ['OLK']
  ------------------------------
  ✅ 王春连
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ 王来信 OLP
     True: ['OLP']
     Pred: ['OSCC']
  ------------------------------
  ❌ 祝星星 OLP
     True: ['OLP']
     Pred: ['OLK']
  ------------------------------
  ✅ 秦仙 糜烂型OLP-病理倾向OLP伴糜烂
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ (Fallback) 胡雪 OLP单纯
     True: ['OLP']
     Pred: ['OSCC']
  ------------------------------
  ✅ 苏潇OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 茅丽庆OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 葛煜洲 舌背单发OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 蒋晓徐 OLP斑纹-病理OLP伴OSF
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 赵一峰 舌背OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 邢小英 右颊OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 郑淑敏 OLP糜烂
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 郑益斌OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ 阮志明OLP
     True: ['OLP']
     Pred: ['OSCC']
  ------------------------------
  ✅ 陆桂花 梅毒 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ❌ 陈孟OLP
     True: ['OLP']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ✅ 陈玉婵 OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 陈青燕 OLP斑纹
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 颜安君OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 龚金菊OLP
     True: ['OLP']
     Pred: ['OLP']
  ------------------------------
  ✅ 丁俊华CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 于琬竹 右舌腹Ca
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ❌ 傅春凤CA
     True: ['OSCC']
     Pred: ['OLK']
  ------------------------------
  ✅ 冯静CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 刘宁OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 吕东娟左颊OSCc
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 吴彩凤CA-病理左舌腹中OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 周志华CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 张召妹CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ❌ 朱显玮OSCC
     True: ['OSCC']
     Pred: ['OLK']
  ------------------------------
  ❌ 李康-OSCC
     True: ['OSCC']
     Pred: ['OLP']
  ------------------------------
  ✅ 杨小红-病理原位癌可疑早期浸润
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 樊光奎CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 段改香-舌背OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ❌ 王君全OSCC-右下牙龈鳞状细胞癌
     True: ['OSCC']
     Pred: ['OLK']
  ------------------------------
  ✅ 王炎根-OSCC左颊
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 王贵琴CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ❌ 范卫科—中重度上皮异常增生）
     True: ['OSCC']
     Pred: ['OLP']
  ------------------------------
  ✅ 董春杰 右颊创溃局部原位癌变 Ca
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 蒋科科CA
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 赵孟丹OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 郑锦烈 癌
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 陈金凤 右舌腹白斑原位癌变—
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 陈革林-左颊OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ✅ 顾华康OSCC
     True: ['OSCC']
     Pred: ['OSCC']
  ------------------------------
  ❌ 吴立芳 OSF
     True: ['OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 胡军仙OSF
     True: ['OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 谢忠杰 OSF
     True: ['OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 高正男OSF
     True: ['OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 吴昊临床OLK-病理显示OLK+OSF
     True: ['OLK', 'OSF']
     Pred: ['OLK']
  ------------------------------
  ✅ 李志强左颊OSF伴OLK-单纯增生
     True: ['OLK', 'OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ✅ 李援OLK-何虹患者-病理OSF伴单纯OLK
     True: ['OLK', 'OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 柳振方 OSF+OLK
     True: ['OLK', 'OSF']
     Pred: ['OLK']
  ------------------------------
  ✅ 江超超-病理左口角OSF伴OLK轻度异常-右口角-OSF伴OLK
     True: ['OLK', 'OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ✅ 邵小明-病理颊OSF伴OLK单纯增生-舌OSF伴OLK轻度异常
     True: ['OLK', 'OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ✅ 马雪地-OSF-左颊白斑伴OSF
     True: ['OLK', 'OSF']
     Pred: ['OLK', 'OSF']
  ------------------------------
  ❌ 傅则建 乳头状瘤
     True: ['乳头状瘤']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 吴德伟鳞状细胞乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ❌ 张玉红鳞状细胞乳头状瘤
     True: ['乳头状瘤']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 徐红慧 乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ✅ 朱晓丹 舌背乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ✅ 朱朝仙 乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ✅ 王富珍 腭部乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ❌ 袁丙丙 -鳞状细胞乳头状增生
     True: ['乳头状瘤']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 黄涛 腭部乳头状瘤
     True: ['乳头状瘤']
     Pred: ['乳头状瘤']
  ------------------------------
  ✅ 俞亦鸿-病理粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 俞健成 下唇内侧包块待诊（粘液腺囊肿？）
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 俞铭扬 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 冯玉妹粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 刁陌桐-囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 吴伟杰 下唇粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 吴启荣 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 周丹璐囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 唐浩 粘液腺囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 张可欣粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 徐乐琪 左颊后份黏液囊肿（病理确认）
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 徐晓康粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 李墨囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 林倢jie仪 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 田鑫 粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ❌ 石建琪 左颊下份黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿', '纤维增生']
  ------------------------------
  ✅ 祝千逸 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 程子航 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 翟昂瑞 下唇粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 许钰涵 黏液腺囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 谢雅淇 下唇黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 贺宗辰 舌前腺囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 郑茜文粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 陈明 黏液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 黄静 下唇粘液囊肿
     True: ['粘液囊肿']
     Pred: ['粘液囊肿']
  ------------------------------
  ✅ 丁皓君 纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 单宇辰 右舌缘刺激性纤维增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ❌ (Fallback) 孙徐杰-舌背病理单纯OLK
     True: ['纤维增生']
     Pred: ['OSCC']
  ------------------------------
  ✅ 张春书-病理舌尖局限性纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 张萍 纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 徐慧 右口角内侧刺激性纤维增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 曹江祥 纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 李威 刺激性纤维增生（智齿相关）
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 杨梦瑶 舌缘刺激性纤维增生？
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 王琦舌缘肿物-局限性纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 胡茂顺局限性纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ✅ 钱菁 纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ❌ 陆安永 OLL伴左颊刺激性纤维增生（智齿相关）
     True: ['纤维增生']
     Pred: ['OLK']
  ------------------------------
  ✅ 陈沚涵纤维组织增生
     True: ['纤维增生']
     Pred: ['纤维增生']
  ------------------------------
  ❌ 高雨薇 纤维组织增生
     True: ['纤维增生']
     Pred: ['粘液囊肿']
  ------------------------------

测试总结

基于上述 7 组测试(C(3,1) + C(3,2) + C(3,3) )结果，多模态融合模型表现出显著优势。使用“病历文本+照片+病理切片特征”的全模态组合（测试 1）取得了最高的 Exact Match Accuracy (91.33%) 和 Weighted Avg F1-score (0.9416)，证明了多源信息互补对提升诊断精度的关键作用。

在单模态对比中，病理切片特征（测试 7，Accuracy 80.00%）和病历文本（测试 4，Accuracy 78.00%）均表现出较强的独立预测能力。相比之下，仅依赖照片数据（测试 6）效果最差（Accuracy 32.00%），表明宏观影像在缺乏临床背景和微观病理支持时难以独立完成精准分类。

双模态组合中，“文本+病理特征”（测试 2，Accuracy 89.33%）表现接近全模态，优于“文本+照片”（测试 3，80.67%）和“照片+病理特征”（测试 5，78.00%），进一步印证了病例文本与病理微观特征在口腔疾病诊断中的重要作用。

Name		Name	Last commit message	Last commit date
Latest commit History 20 Commits
results		results
script		script
src		src
.gitignore		.gitignore
README.md		README.md
index.csv		index.csv
inference.py		inference.py
learning_curve_auc_summary.csv		learning_curve_auc_summary.csv
prepare_dataset.py		prepare_dataset.py
pyproject.toml		pyproject.toml
setup.py		setup.py
train.py		train.py

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