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Papers Benchmarks Datasets Tasks

Medical Image Segmentation research benchmarks – Page 24 · SOTA2 Research

Medical Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

83.2DSC

7

Feb 26, 2026

MSD Pancreas (5-fold CV)

ensemble 3D U-Net + 3D U-Net (U-Net Cascade)

79.7Dice (Label 1)

7

Feb 26, 2026

MSD Lung (5-fold CV)

3D U-Net (U-Net Cascade)

66.85Dice (Label 1)

7

Feb 26, 2026

MSD Liver 5-fold CV

ensemble 3D U-Net + 3D U-Net (U-Net Cascade)

95.43Dice (Label 1)

7

Feb 26, 2026

Card-MRI (test)

88.36LV-BP Score

7

Feb 26, 2026

LA dataset 4 labeled scans

84.65Mean Dice

6

Jul 9, 2026

In-house carotid artery CTA dataset

91.63Vessel Dice

6

Jun 1, 2026

44.13Dice

6

Apr 28, 2026

68.4Dice Score

6

Apr 28, 2026

68.53Dice Score

6

Apr 28, 2026

84.17mIoU

6

Apr 21, 2026

81.65IoU

6

Apr 21, 2026

HepaticVessel Task08

77.47mIoU

6

Apr 21, 2026

radiotherapy-induced injury segmentation dataset

3D SAM-Based Progressive Prompting Framework

77.11Dice Score

6

Apr 16, 2026

31 medical segmentation datasets

65.93Mean Dice

6

Apr 14, 2026

84.77Dice

6

Apr 14, 2026

80.82Dice Coefficient

6

Apr 14, 2026

Chest X-ray (test)

SAM Ada-LoRA + D-QAT

95.63DSC

6

Apr 2, 2026

90.8mIoU

6

Mar 13, 2026

43.4IoU

6

Mar 13, 2026

CardiacUDA trained on CAMUS (test)

81.53LV Dice

6

Mar 9, 2026

74.01Dice

6

Mar 5, 2026

Polyp Endoscopy (HM)

83.76DSC

6

Feb 26, 2026

Polyp Endoscopy (OOD)

79.02DSC

6

Feb 26, 2026

Polyp Endoscopy (ID)

89.11DSC

6

Feb 26, 2026

Page 24 of 34

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