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Add Semi-SL MeanTeacher for semantic segmentation #3801
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kprokofi
requested review from
samet-akcay,
harimkang,
vinnamkim,
eugene123tw,
chuneuny-emily,
sovrasov,
sungchul2,
GalyaZalesskaya,
negvet,
goodsong81,
yunchu,
wonjuleee and
eunwoosh
as code owners
August 7, 2024 22:01
Pascal-VOC results: <style> </style>
DIS5K + Cityscapes results <style> </style>
The results were averaged across 5 runs with different seeds (OTX perf tests) Unfortunately, there is no always good result. For example, when labeled images are only 6-20, the pseudo-labels are not reliable and we can observe degradation in metric. Some other approaches / additional fine-tuning is required in that case: <style> </style>
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harimkang
previously approved these changes
Aug 12, 2024
sungchul2
reviewed
Aug 12, 2024
10 tasks
harimkang
previously approved these changes
Aug 13, 2024
sungchul2
reviewed
Aug 13, 2024
sungchul2
previously approved these changes
Aug 13, 2024
github-merge-queue
bot
removed this pull request from the merge queue due to a conflict with the base branch
Aug 13, 2024
sovrasov
approved these changes
Aug 13, 2024
negvet
approved these changes
Aug 13, 2024
GalyaZalesskaya
approved these changes
Aug 13, 2024
github-merge-queue
bot
removed this pull request from the merge queue due to failed status checks
Aug 13, 2024
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Summary
This PR intends to add Semi-SL functionality for semantic segmentation task. This PR doesn't consider refactoring changes.
In the next PRs the following changes are expected:
How to test
Checklist
License
Feel free to contact the maintainers if that's a concern.