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ResearchFormerly WizWand

Tissue Segmentation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Combined (Dresden, CholecSeg8k, AutoLaparoT3, EndoScapes-CVS201, M2caiSeg) (test)

92.96Dice P2

16

Feb 26, 2026

Endoscopic Submucosal Dissection (ESD) OOD corrupted (test)

1.78PR Score

11

Feb 27, 2026

Endoscopic Submucosal Dissection (ESD) (test)

10.42ECE

11

Feb 27, 2026

CholecSeg8K corrupted (test)

1.85Precision

11

Feb 27, 2026

Lower extremity CT scans v1 (test)

nnUNet ResEnc-L

93.27Dice SAT

10

Jun 1, 2026

T1-weighted MRI

90.1Score (1.0-1.5 mm^3)

5

Apr 23, 2026

Breast cancer tissue Tighter constraints, 1 < TA < 50 (test)

54.45F1 Score

3

Feb 26, 2026

Breast cancer tissue Unconstrained, TA ≈ 50 (test)

55.8F1 Score

3

Feb 26, 2026

Endoscopic Submucosal Dissection (ESD) (OOD)

—

—PR Score

0

Feb 26, 2026