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🆕 Add SegFormer Architecture#1085

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Jiaqi-Lv wants to merge 3 commits into
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add-segformer
Open

🆕 Add SegFormer Architecture#1085
Jiaqi-Lv wants to merge 3 commits into
developfrom
add-segformer

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@Jiaqi-Lv

@Jiaqi-Lv Jiaqi-Lv commented Jun 29, 2026

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This pull request adds SegFormer segmentation model, and refactors the EfficientUNetTissueMaskModel to use shared utility modules for common layers.

New architectures for semantic segmentation

SegFormer
Mix Transformer (Encoder)

Refactoring for code reuse

  • Refactors EfficientUNetTissueMaskModel to use the shared Conv2dReLU and SegmentationHead implementations from architecture.utils, replacing local definitions and reducing code duplication. [1] [2] [3] [4] [5]

@Jiaqi-Lv Jiaqi-Lv self-assigned this Jun 29, 2026
@Jiaqi-Lv Jiaqi-Lv added the enhancement New feature or request label Jun 29, 2026
@Jiaqi-Lv Jiaqi-Lv changed the title Add SegFormer Architecture 🆕 Add SegFormer Architecture Jun 29, 2026
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codecov Bot commented Jun 29, 2026

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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 99.89%. Comparing base (445530f) to head (86c8e6a).
⚠️ Report is 2 commits behind head on develop.

Additional details and impacted files
@@            Coverage Diff            @@
##           develop    #1085    +/-   ##
=========================================
  Coverage    99.88%   99.89%            
=========================================
  Files           85       88     +3     
  Lines        11656    11962   +306     
  Branches      1531     1549    +18     
=========================================
+ Hits         11643    11949   +306     
  Misses           7        7            
  Partials         6        6            

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@shaneahmed shaneahmed added this to the Release v2.1.3 milestone Jun 30, 2026
@Jiaqi-Lv Jiaqi-Lv marked this pull request as ready for review July 5, 2026 21:53
@Jiaqi-Lv Jiaqi-Lv requested a review from shaneahmed July 5, 2026 22:01
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2 participants