Fix differentiability of generalized Dice loss#3619
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wyli merged 4 commits intoProject-MONAI:devfrom Jan 24, 2022
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Signed-off-by: Josafat-Mattias Burmeister <[email protected]>
Signed-off-by: Josafat-Mattias Burmeister <[email protected]>
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Jan 9, 2022
…generalized-dice-loss Signed-off-by: Wenqi Li <[email protected]>
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* fix differentiability of generalized Dice loss Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * fix weight clamping for the case that is True Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * add test case for batch mode Co-authored-by: Wenqi Li <[email protected]>
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* fix differentiability of generalized Dice loss Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * fix weight clamping for the case that is True Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * add test case for batch mode Co-authored-by: Wenqi Li <[email protected]>
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Feb 9, 2022
* fix differentiability of generalized Dice loss Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * fix weight clamping for the case that is True Signed-off-by: Josafat-Mattias Burmeister <[email protected]> * add test case for batch mode Co-authored-by: Wenqi Li <[email protected]>
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Signed-off-by: Josafat-Mattias Burmeister [email protected]
Fixes #3618.
Description
Replaces the weight clamp code in the forward method of the GeneralizedDiceLoss module with an equivalent differentiable version.
Status
Ready
I was not able to run the tests locally as some tests that do not seem to be related to my changes failed. Since the tests passed in the CI pipeline, I marked this PR as ready.
Types of changes
./runtests.sh -f -u --net --coverage../runtests.sh --quick --unittests --disttests.make htmlcommand in thedocs/folder.