[FEATURE][Anomaly] Add region-based anomaly detection model

[djdameln]

This PR adds the task implementation for the Region-based anomaly detection model.

[goodsong81]

@djdameln As we've passed the feature freeze for OTX1.0, please don't merge this to develop branch until the code freeze and release branch creation.

[ashwinvaidya17]

Thanks! Two minor comments but the rest looks good

[ashwinvaidya17]

Should we update this

[ashwinvaidya17]

Since this is autogenerated I think we have to set visible_in_ui to false and editable to false as well. These are based on this comment #1230 (comment). Not sure if this has been addressed.

[goodsong81]

Just to prevent merge by mistake ;)

[codecov-commenter]

Codecov Report

Base: 62.49% // Head: 78.86% // Increases project coverage by +16.37% 🎉

Coverage data is based on head (0853387) compared to base (5015ba2).
Patch coverage: 7.69% of modified lines in pull request are covered.

Additional details and impacted files

@@             Coverage Diff              @@
##           develop    #1684       +/-   ##
============================================
+ Coverage    62.49%   78.86%   +16.37%     
============================================
  Files          506      473       -33     
  Lines        31086    32890     +1804     
============================================
+ Hits         19426    25939     +6513     
+ Misses       11660     6951     -4709     

Impacted Files	Coverage Δ
...ms/anomaly/configs/detection/rkde/configuration.py	0.00% <0.00%> (ø)
...maly/configs/detection/rkde/configuration_enums.py	0.00% <0.00%> (ø)
.../algorithms/anomaly/adapters/anomalib/data/data.py	97.05% <100.00%> (ø)
otx/algorithms/anomaly/tasks/train.py	86.66% <100.00%> (ø)
otx/api/utils/vis_utils.py	44.44% <0.00%> (-45.56%)	⬇️
...dapters/mmcv/utils/_builder_build_data_parallel.py	65.51% <0.00%> (-7.56%)	⬇️
.../core/data/adapter/segmentation_dataset_adapter.py	93.96% <0.00%> (-6.04%)	⬇️
otx/algorithms/detection/tasks/openvino.py	73.94% <0.00%> (-4.11%)	⬇️
otx/algorithms/classification/tasks/openvino.py	86.66% <0.00%> (-2.59%)	⬇️
otx/api/utils/shape_factory.py	93.84% <0.00%> (-1.54%)	⬇️
... and 344 more

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[yunchu]

closed for cleaning up stale branch