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Medical Image Segmentation research benchmarks – Page 21 · SOTA2 Research

Medical Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BTCV (Multi-Atlas Labeling Beyond the Cranial Vault) 2015 (3-fold cross-validation)

84.23Mean Dice Score

9

Feb 26, 2026

0.87Site 1 Score

9

Feb 26, 2026

TN3K 1.0 (test)

Curriculum Prompting

84.43mDice

9

Feb 26, 2026

MSCMRseg 5-scribble supervised (test)

88.5Dice (LV)

9

Feb 26, 2026

95.26IoU

9

Apr 1, 2026

75.7IoU

9

Apr 1, 2026

98BDice

9

May 19, 2026

NCI-ISBI (Prostate)

0.743PZ

9

Feb 26, 2026

77.9Dice Coefficient

9

Feb 26, 2026

PROMISE12 8% labeled

77.24DSC

9

Feb 26, 2026

ACDC Myo (5% labeled)

84.28DSC

9

Feb 26, 2026

ACDC LV (5% labeled)

91.77DSC (%)

9

Feb 26, 2026

Skin Lesion (held-out)

MIMO (w/o Aligner)

98.5AP50

9

Feb 26, 2026

Fundus (held-out)

98.8AP50

9

Feb 26, 2026

X-ray (held-out)

0.989AP50

9

Feb 26, 2026

80.2Dice

9

Jun 1, 2026

DRIVE, GOALS, SegPC, DDTI, and PROMISE12 Overall

82.04Overall DSC

8

Jun 23, 2026

77.4DSC

8

Jun 23, 2026

91.11DSC

8

Jun 23, 2026

86.57DSC

8

Jun 17, 2026

Breast Ultrasound Images Dataset

75.86DSC

8

Jul 3, 2026

23.6Der Error Rate

8

Jun 8, 2026

0.142Dice Coefficient (DC)

8

Apr 28, 2026

Temperature Scaling

62.75Dice

8

Apr 18, 2026

90.61Dice

8

Apr 18, 2026

Page 21 of 34

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