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Papers Benchmarks Datasets Tasks

Segmentation research benchmarks – Page 18 · SOTA2 Research

Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UltraUPConvNet w/o prompt

97.72Performance

4

Mar 10, 2026

UltraUPConvNet w/o prompt

92.23Performance

4

Mar 10, 2026

88.46Performance

4

Mar 10, 2026

rabbit-eye M-mode OCT (hybrid)

0.993SSIM

4

Feb 26, 2026

rabbit-eye M-mode OCT (ex vivo)

99.01SSIM

4

Feb 26, 2026

Fusion360Seg (test)

96.88Acc

4

Feb 26, 2026

99.35Accuracy

4

Feb 26, 2026

88.5IoU

4

Feb 26, 2026

EchoNet-Pediatric

92.4DSC (A4C)

4

Feb 26, 2026

Xenium-1k (external)

52.3Dice Score

4

Feb 26, 2026

Tonsil-Reactive (external)

47.4Dice Coefficient

4

Feb 26, 2026

Tonsil-Follicular (external)

59.9Dice Score

4

Feb 26, 2026

Skin-MultiCancer (external)

45.4Dice

4

Feb 26, 2026

Skin-GExPanel (external)

62Dice

4

Feb 26, 2026

Skin-5kPathway (external)

40.8Dice

4

Feb 26, 2026

Pancreatic-Modal (external)

44.9Dice Score

4

Feb 26, 2026

Pancreatic-Cancer (external)

55.5Dice Coefficient

4

Feb 26, 2026

Pancreatic-Immuno (external)

52.7Dice Score

4

Feb 26, 2026

Ovarian-Immuno (external)

40.4Dice Coefficient

4

Feb 26, 2026

Ovarian-5KPathway (external)

0.301Dice

4

Feb 26, 2026

Lung-Immuno (external)

0.475Dice

4

Feb 26, 2026

Lung-GExPanel (external)

39.2Dice Coefficient

4

Feb 26, 2026

Lung-Cancer (external)

36.9Dice (%)

4

Feb 26, 2026

Liver-Healthy (external)

0.346Dice

4

Feb 26, 2026

Kidney-MultiCancer (external)

42.7Dice (%)

4

Feb 26, 2026

Page 18 of 23

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