Fix RandomRotFlip interpolation for segmentation maps#3879
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ziyangwang007 wants to merge 1 commit into
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Fix RandomRotFlip interpolation for segmentation maps#3879ziyangwang007 wants to merge 1 commit into
ziyangwang007 wants to merge 1 commit into
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Motivation
RandomRotFlip.random_rotatecurrently rotates segmentation fields withmmcv.imrotatewithout specifying the interpolation mode. Sincemmcv.imrotatedefaults to bilinear interpolation, rotating semanticsegmentation masks may introduce unexpected label values around class
boundaries.
Fixes #3399.
Modification
interpolation='nearest'when rotating entries inseg_fieldsinRandomRotFlip.random_rotate.BC-breaking (Optional)
No backward-incompatible change is expected. The change only makes
RandomRotFlippreserve discrete segmentation labels during rotation.Use cases (Optional)
This affects training pipelines that use
RandomRotFlipfor semanticsegmentation masks. It prevents augmented masks from containing invalid class
ids produced by bilinear interpolation.
Checklist
RandomRotFlip.random_rotate.failed on the deprecated
python_venvhook.mmcv.