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Papers Benchmarks Datasets Tasks

Lesion Segmentation research benchmarks – Page 2 · SOTA2 Research

Lesion Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RETOUCH Cirrus → Spectralis (test)

69.5IRF

9

Jun 18, 2026

MSLesSeg real MRI (test)

68.5Dice

9

Jun 16, 2026

3EX Error Rate

9

Feb 26, 2026

0.15EX Error

9

Feb 26, 2026

0.056EX Rate

9

Feb 26, 2026

0.756Mean Dice

9

Feb 26, 2026

53.49DSC

9

Feb 26, 2026

DeepLesion (test)

1.709Diameter Error

9

Feb 26, 2026

In-house Topcon → Spectralis (test)

77.3GA DSC

8

Jun 18, 2026

68.29DICE

8

Apr 2, 2026

75.4DSC

7

May 15, 2026

Gastrointestinal Lesion (Stomach cancer)

89.6Dice Score

7

Feb 26, 2026

Gastrointestinal Lesion Gastritis

0.502Dice Score

7

Feb 26, 2026

Gastrointestinal Lesion (Duodenal ulcer)

73.7Dice Score

7

Feb 26, 2026

Gastrointestinal Lesion (Esophageal cancer)

0.847Dice Score

7

Feb 26, 2026

Gastrointestinal Lesion Reflux esophagitis

51.7Dice Score

7

Feb 26, 2026

NSCLC-Radiomics (5-fold cross-validation)

53.86Dice Similarity

6

Jun 1, 2026

PANTHER-MR (5-fold cross-validation)

52.51Dice Coefficient

6

Jun 1, 2026

KiTS23 (5-fold cross-validation)

46.14Dice

6

Jun 1, 2026

0.777BBox Score

6

Feb 26, 2026

0.779BBox IoU

6

Feb 26, 2026

0.195BBox Error

6

Feb 26, 2026

0.277BBox Error

6

Feb 26, 2026

0.799BBox Score

6

Feb 26, 2026

86.8BBox Score

6

Feb 26, 2026

Page 2 of 4

Popular datasets

MSD Gastrointestinal Lesion KiTS ISIC DDR

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