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Papers Benchmarks Datasets Tasks

Medical Image Segmentation research benchmarks – Page 14 · SOTA2 Research

Medical Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LC dataset (5% Labeled)

83.45Dice

12

Feb 26, 2026

U-Net (Full Precision)

86.7Dice Score

12

Feb 26, 2026

CT Tumor (test)

57.9DSC

12

Feb 26, 2026

CT Liver (test)

95.5DSC

12

Feb 26, 2026

MRI Transitional Zone (test)

0.892DSC

12

Feb 26, 2026

MRI Peripheral Zone (test)

0.682DSC (Full Model)

12

Feb 26, 2026

99.81Accuracy

12

Feb 26, 2026

Cardiac LGE-bSSFP

Contrastive Graph Modeling

87.61Dice Score (LV-BP)

12

Feb 26, 2026

Cardiac bSSFP-LGE

77.37DSC (LV-BP)

12

Feb 26, 2026

89Dice Score

12

May 19, 2026

89.22Mean Dice

12

Feb 26, 2026

BraTS T1-w to FLAIR (test)

83.98Dice Coefficient (%)

12

Feb 26, 2026

MSD Hippocampus (test)

89.82Dice (Ant.)

12

Feb 26, 2026

MSD Heart (5-fold CV)

93.28Dice Score

12

Feb 26, 2026

94.1Dice Score

11

Jul 8, 2026

Bkai-polyp (test)

0.899mIoU

11

Jul 7, 2026

0.937Dice (Pubic Symphysis)

11

Jun 16, 2026

Common Carotid Artery Ultrasound Images Dataset

96.46DSC

11

Jun 11, 2026

79.85Dice Score (IS)

11

May 15, 2026

64.41ET Dice Score

11

May 15, 2026

Swin UNETR (Tang et al., 2022)

52.55Dice (ET)

11

May 15, 2026

Average of Seven Medical Datasets (Kvasir-SEG, Drishti-GS, BUSI, CellBinDB, MyoPS20, PROSTATEx, m2caiSeg) (test)

76.43Dice Score

11

May 11, 2026

73.09Dice Score

11

May 11, 2026

75.41Dice Score

11

May 11, 2026

87.92Dice Score

11

May 11, 2026

Page 14 of 34

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ACDC BraTS MSD Amos ISIC

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