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ResearchFormerly WizWand

Segmentation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CAMELYON16 20 WSI (test)

77.69IoU

4

Feb 26, 2026

CAMELYON16 10 WSI (test)

72.42IoU

4

Feb 26, 2026

CATCH 14 WSI (test)

85.82IoU (%)

4

Feb 26, 2026

CATCH 7 WSI (test)

83.1IoU (%)

4

Feb 26, 2026

DCIS 20 WSI (test)

66.09IoU

4

Feb 26, 2026

DCIS 8 WSI (test)

63.67IoU

4

Feb 26, 2026

MEN-RT N=180 (test)

HOPE-Segmenter-Kids

94Dice (LW, GTV)

4

Feb 26, 2026

ALD-PE NCT scans (test)

78.5Dice Coefficient

4

Feb 26, 2026

BIG high-quality (test)

0.869mIoU

4

Feb 26, 2026

Generalized Probabilistic U-net

0.678GED

4

Feb 26, 2026

Bone Segmentation

Generalized Probabilistic U-net

0.289GED

4

Feb 26, 2026

99.99Dice Coefficient

4

Feb 26, 2026

WayPoint16 (test)

SIE-based probabilistic system

24.9Overlap >= 0.9 Ratio

4

Feb 26, 2026

Uslu WSe2 target domain

Full-Supervision

82.41mIoU

3

Jul 9, 2026

Uslu graphene target domain

Full-Supervision

88.11mIoU

3

Jul 9, 2026

3D echocardiography n=100 images (test)

76Dice (Myocardium)

3

Jun 18, 2026

TCGA-KIRC (test)

95Dice (Kidney)

3

Jun 9, 2026

N=116 template dataset

6.9Global Error

3

Jun 5, 2026

MitoEM-R distance ≤ 30

30.6mIoU

3

May 26, 2026

MitoEM-R distance ≤ 20

38.9mIoU

3

May 26, 2026

MitoEM-R distance ≤ 10

53.6mIoU

3

May 26, 2026

VISTEXT-MOSQUITO

91.587Precision

3

Apr 14, 2026

77.56ET Score

3

Apr 9, 2026

SIGMORPHON Standard 2023 (test)

94.3F1 (arp)

3

Mar 20, 2026

Fully fine-tuned GDINO + MedSAM

81.45Mean Dice Score

3

Mar 19, 2026