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Update semantic segmentation transforms to use OTX's instead of torchvision #3724
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sungchul2
merged 35 commits into
openvinotoolkit:develop
from
sungchul2:update-sseg-tv-to-otx
Jul 15, 2024
Merged
Update semantic segmentation transforms to use OTX's instead of torchvision #3724
sungchul2
merged 35 commits into
openvinotoolkit:develop
from
sungchul2:update-sseg-tv-to-otx
Jul 15, 2024
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This reverts commit 2ea6ee8.
…r compatibility with other task (iseg)
sungchul2
requested review from
samet-akcay,
harimkang,
vinnamkim,
eugene123tw,
kprokofi,
chuneuny-emily,
sovrasov,
GalyaZalesskaya,
negvet,
goodsong81,
yunchu,
wonjuleee and
eunwoosh
as code owners
July 12, 2024 06:56
eunwoosh
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Thanks for your work:) I left some comments. Please take a look.
Co-authored-by: Eunwoo Shin <eunwoo.shin@intel.com>
eunwoosh
approved these changes
Jul 14, 2024
harimkang
approved these changes
Jul 15, 2024
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Summary
This PR includes:
before
performance is fromafter
in Recipe refinement (det, iseg, r-det, sseg, vpm, zsl) #3712before
: 746d07e |after
: 2e32819**NOTE
When using
RandomResize
+RandomCrop
+Pad
(mmseg pipeline) instead ofRandomResizedCrop
(current, torchvision pipeline), it seems that sometimes very small GT region was extracted like below figure and it significantly affected training performance, especially segnext_t (test/Dice : 0.46 and export/Dice 0.45). Due to this issue, useRandomResizedCrop
instead.How to test
Checklist
License
Feel free to contact the maintainers if that's a concern.