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Papers Benchmarks Datasets Tasks

Medical Image Segmentation research benchmarks – Page 32 · SOTA2 Research

Medical Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94Dice

3

Jun 4, 2026

8 Medical Segmentation Tasks Overall

51.14Dice Score

3

Jun 1, 2026

HAM10000 100 expert re-annotated images

73.91IoU (con)

3

May 12, 2026

Sub-Task 2 T1WI (private val)

CPS with STU-Net-S

0.947DSC

3

Apr 15, 2026

78.2Dice

3

Apr 14, 2026

50.5Dice Score

3

Apr 14, 2026

5Search Time (h)

3

Apr 9, 2026

53.31Dice Score

3

Mar 19, 2026

87.6Dice Score

3

Mar 19, 2026

AMOS MR 1-shot (test)

Full supervision

85.5Dice Score

3

Mar 17, 2026

Kumar-diff (test)

71.7IoU

3

Mar 6, 2026

Kumar-same (test)

64.91IoU

3

Mar 6, 2026

69.27IoU

3

Mar 6, 2026

67.1IoU

3

Mar 6, 2026

Fluorescence (test)

84.3IoU

3

Mar 6, 2026

Histology (test)

55.16IoU

3

Mar 6, 2026

GlandSegData (test)

61.2IoU

3

Mar 6, 2026

CoNSeP-T2 (test)

40.88IoU

3

Mar 6, 2026

CoNSeP-T1 (test)

59IoU

3

Mar 6, 2026

Feature Discrepancy Loss

82.65Dice Coefficient

3

Feb 26, 2026

DCE-MRI external 88 cases from 3 centers (test)

92.18Dice

3

Feb 26, 2026

Weak Categories finetune 15 classes (test)

66Dice (Point Prompt)

3

Feb 26, 2026

Weak Categories Other classes (test)

SAM-Med3D (Baseline)

0.424Dice (Point Prompt)

3

Feb 26, 2026

50.3Dice (Point Prompt)

3

Feb 26, 2026

Original Tasks (test)

SAM-Med3D (Baseline)

0.433Dice (Point Prompt)

3

Feb 26, 2026

Page 32 of 34

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