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[Feature] Support Tversky Loss #1986

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merged 1 commit into from
Aug 30, 2022
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MengzhangLI
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@MengzhangLI MengzhangLI commented Aug 29, 2022

Motivation

Adding new loss function named Tversky Loss. https://arxiv.org/abs/1706.05721

Old PR: #634, #919

Modification

Datasets loss_ce (from repo config) loss_ce + loss_tversky (1:1) loss_ce + loss_tversky (1:3) loss_tversky
DRIVE 78.67 79.39 79.81 79.72
STARE 81.02 82.3 82.62 82.03
CHASE_DB1 80.24 80.37 79.74 77.95
HRF 79.45 81.03 80.81 --

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codecov bot commented Aug 29, 2022

Codecov Report

Merging #1986 (c2c7d00) into master (13d4c39) will increase coverage by 0.03%.
The diff coverage is 94.64%.

@@            Coverage Diff             @@
##           master    #1986      +/-   ##
==========================================
+ Coverage   89.04%   89.08%   +0.03%     
==========================================
  Files         144      145       +1     
  Lines        8636     8691      +55     
  Branches     1458     1463       +5     
==========================================
+ Hits         7690     7742      +52     
- Misses        706      707       +1     
- Partials      240      242       +2     
Flag Coverage Δ
unittests 89.08% <94.64%> (+0.03%) ⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files Coverage Δ
mmseg/models/losses/tversky_loss.py 94.44% <94.44%> (ø)
mmseg/models/losses/__init__.py 100.00% <100.00%> (ø)
mmseg/version.py 58.33% <100.00%> (ø)

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@MeowZheng MeowZheng merged commit acff839 into open-mmlab:master Aug 30, 2022
@MengzhangLI MengzhangLI deleted the new_tversky branch August 31, 2022 06:33
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2 participants