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Proposed models #2

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4pygmalion opened this issue Jul 2, 2024 · 1 comment
Open
1 of 5 tasks

Proposed models #2

4pygmalion opened this issue Jul 2, 2024 · 1 comment
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@4pygmalion @wjeong53

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@4pygmalion
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4pygmalion commented Jul 2, 2024 •
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Summary

  • 3개의 스캐너별로 1200x1200 이미지가 60개씩, 총 180장밖에없음
  • : 따라서, 1200x1200을 train/val/test을 이미 나눠놓고 random crop을 진행 (224x224) => 4,500장

Summary

  • : train 데이터셋에서 Masked Autodencoder + DINO v2을 Resnet기반으로 학습함
  • : train 시 augmentation으로 eleastic deformation 진행
  • : train 시 augmentation으로 stain vector augmentation 또는 RandStainNA을 진행
  • : 파인튜닝하여 테스트
@4pygmalion 4pygmalion self-assigned this Jul 2, 2024
@4pygmalion 4pygmalion changed the title baseline 학습 Proposed model 학습 Jul 5, 2024
4pygmalion added a commit that referenced this issue Jul 17, 2024
@4pygmalion
image distribution 계산 함수 추가 (issue #2)
f395d35
4pygmalion added a commit that referenced this issue Jul 17, 2024
@4pygmalion
custom normalization (issue #2)
ecaacec
4pygmalion added a commit that referenced this issue Jul 17, 2024
@4pygmalion
Merge pull request #25 from 4pygmalion/ft-#2-dist
55bf21b 
Ft #2 dist
@4pygmalion 4pygmalion changed the title Proposed model 학습 SSL model 학습 Jul 24, 2024
@4pygmalion 4pygmalion changed the title SSL model 학습 Proposed models Jul 24, 2024
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4pygmalion commented Jul 24, 2024 •
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TransUNet

4pygmalion added a commit that referenced this issue Jul 24, 2024
@4pygmalion
TransUnet 아키텍처추가 (issue #2)
38c0b87
4pygmalion added a commit that referenced this issue Jul 24, 2024
@4pygmalion
Merge pull request #40 from 4pygmalion/ft-#2-transunet
ef37835 
TransUnet 아키텍처추가 (issue #2)
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@wjeong53 wjeong53

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