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Papers Benchmarks Datasets Tasks

Segmentation research benchmarks – Page 15 · SOTA2 Research

Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Histo-Seg (internal held-out)

50.8Dice Coefficient

5

Feb 26, 2026

GlaS (internal held-out)

89.3Dice Score

5

Feb 26, 2026

DigestPath (internal held-out)

88.8Dice Score

5

Feb 26, 2026

DRYAD (internal held-out)

87.2Dice (%)

5

Feb 26, 2026

DROV (internal held-out)

87.8Dice (%)

5

Feb 26, 2026

DROID internal held-out

76.7Dice Coefficient

5

Feb 26, 2026

CoCaHis (internal held-out)

85.4Dice Coefficient

5

Feb 26, 2026

BRCA (internal held-out)

69Dice (%)

5

Feb 26, 2026

BCNB (internal held-out)

87.4Dice Coefficient

5

Feb 26, 2026

BACH (internal held-out)

90.2Dice Score

5

Feb 26, 2026

AGGC (internal held-out)

84.5Dice

5

Feb 26, 2026

RSNA SEG (test)

79.02Dice Score

5

Feb 26, 2026

SIIM-ACR (test)

84.58Dice Score

5

Feb 26, 2026

99Correlation

5

Feb 26, 2026

99.9Correlation (Corr.)

5

Feb 26, 2026

MEN-RT N=70 (val)

80.3Dice (LW, GTV)

5

Feb 26, 2026

58ARI-A

5

Feb 26, 2026

68.9ARI-A

5

Feb 26, 2026

56.9ARI-A

5

Feb 26, 2026

NDD20, STREETS, and FSS-1000 Robust-Seg (test)

81.95Degrade mIoU

5

Feb 26, 2026

COCO Robust-Seg (whole)

51.3AP

5

Feb 26, 2026

MSRA10k Average (test)

86.16IoU

5

Feb 26, 2026

MSRA10k Clear (test)

87.26IoU

5

Feb 26, 2026

MSRA10k Degrade (test)

86.09IoU

5

Feb 26, 2026

87mIoU

5

Feb 26, 2026

Page 15 of 23

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