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Papers Benchmarks Datasets Tasks

Segmentation research benchmarks – Page 12 · SOTA2 Research

Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COVID-19 (test)

94.44Dice Score

6

Jun 4, 2026

99.8Body AP50

6

Jun 2, 2026

CLEVRER (Blender engine) zero-shot

∆YNAMICS + Motion Reasoning

67Segmentation Map IoU (First Frame)

6

May 21, 2026

MSD-Colon CT (test)

90.55mDSC

6

Apr 29, 2026

ASC-PET Tumor 1.0 (test)

92.4Dice

6

Apr 28, 2026

ASC-PET Spleen 1.0 (test)

80.8Dice

6

Apr 28, 2026

ASC-PET Liver 1.0 (test)

94Dice

6

Apr 28, 2026

52.91Segmentation Score

6

Apr 24, 2026

Clinical stone image dataset 5-fold cross-validation

86.35Dice Score

6

Apr 10, 2026

MSD Task 06 (Lung) (test)

81.47Dice Score

6

Mar 4, 2026

MSD Task 02 (Heart) (test)

96.29Dice Score

6

Mar 4, 2026

MSD Task 06 (Lung)

Anatomy-Informed Synthetic Supervised Pre-training

81.45Dice Score

6

Mar 4, 2026

MSD Task 02 Heart

Anatomy-Informed Synthetic Supervised Pre-training

96.02Dice Score

6

Mar 4, 2026

79.6gIoU

6

Mar 4, 2026

OCID-VLG (overall)

85.77IoU

6

Feb 26, 2026

OCID-VLG (novel instance)

81.25IoU

6

Feb 26, 2026

CheXmask 300 (6% budget)

Cluster+Distance

94.45Mean Dice

6

Feb 26, 2026

CheXmask 300 (5% budget)

Cluster+Distance

93.84Dice (mean)

6

Feb 26, 2026

CVC-ClinicDB (test)

88.76mIoU

6

Feb 26, 2026

Faeces Internal (test)

Siamese-Diffusion

94.11mDice

6

Feb 26, 2026

Stain Internal (test)

0.935mDice

6

Feb 26, 2026

80.8IoU

6

Feb 26, 2026

Partial Bayesian

80Dice

6

Feb 26, 2026

0.049MAE

6

Feb 26, 2026

0Failure Rate

6

Feb 26, 2026

Page 12 of 23

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