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Medical Image Segmentation research benchmarks – Page 15 · SOTA2 Research

Medical Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84.48Dice Score

11

May 11, 2026

83.5mIoU

11

May 1, 2026

88.47Average DSC

11

Jun 4, 2026

70.51Dice Score

11

May 27, 2026

LNDb (5-fold cross-validation)

Ours (Full Model w/ SAFT)

62.4IoU

11

Apr 8, 2026

LIDC-IDRI (5-fold cross-val)

Ours (Full Model w/ SAFT)

69.1IoU

11

Apr 8, 2026

UWaterloo (Target)

83.53DSC (%)

11

Feb 26, 2026

80.92DSC

11

Feb 26, 2026

79.15DSC

11

Feb 26, 2026

80.82DSC (%)

11

Feb 26, 2026

ColonDB (Target)

71.9DSC (%)

11

Feb 26, 2026

Kvasir-SEG (Source)

90.15DSC

11

Feb 26, 2026

78.99DSC

11

Feb 26, 2026

84.37DSC

11

Feb 26, 2026

75.06DSC

11

Feb 26, 2026

Cardiac LGE → b-SSFP

90.6DSC LV-BP

11

Jun 30, 2026

MiDSS (reproduced)

82.17Domain 1 DC (Optic Cup)

11

Feb 26, 2026

Ours (CPM + CMMD)

90.27Vendor A LV DC

11

Feb 26, 2026

91.98F1 Score

11

Jun 1, 2026

LA (20% labels)

0.905Dice

11

Feb 26, 2026

86.91Dice Score (%)

11

Jul 3, 2026

Private Internal Dataset D (evaluation set)

90.63mDice

11

Feb 26, 2026

Private Internal Dataset C (evaluation set)

85.54mDice

11

Feb 26, 2026

Private Internal Dataset B (evaluation set)

88.9mDice

11

Feb 26, 2026

Private Internal Dataset A (evaluation set)

88.39mDice

11

Feb 26, 2026

Page 15 of 34

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