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Papers Benchmarks Datasets Tasks

Image Segmentation research benchmarks – Page 3 · SOTA2 Research

Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

46.29Dice

8

Feb 26, 2026

Keyhole Segmentation Dataset Large Image 1.0 (test)

7.76Inference Time (ms/img)

7

Jun 16, 2026

Baseline vs Remote Inference

11.18BD-Accuracy

7

Feb 26, 2026

Right ventricle images

200Iterations

7

Feb 26, 2026

29.7AR

7

Feb 26, 2026

52.7AR

7

Feb 26, 2026

SAM (supervised)

60.8AR

7

Feb 26, 2026

SAM (supervised)

45.9AR

7

Feb 26, 2026

SAM (supervised)

45.8AR

7

Feb 26, 2026

SAM (supervised)

49.6AR

7

Feb 26, 2026

0.806Dice Score

7

Feb 26, 2026

Kvasir-SEG (train)

82.12Dice Score

7

Feb 26, 2026

Prostate MRI (test)

98.25Pearson Correlation

7

Feb 26, 2026

Retinal Fundus (test)

0.891Pearson Correlation

7

Feb 26, 2026

Gastric Histopathology Image Dataset Tissue-scale

91.6Accuracy

7

Feb 26, 2026

ISIC 2018 (val)

89.11Validation Accuracy

6

Jul 8, 2026

Particle-based implementation

0.078Latency (s)

6

Jun 5, 2026

Particle-based implementation

0.033Latency (s)

6

Jun 5, 2026

Particle-based implementation

0.006Latency (s)

6

Jun 5, 2026

Particle-based implementation

0.007Inference Time (s)

6

Jun 5, 2026

Pascal VOC 2012

74.53Accuracy

6

May 12, 2026

Oxford-IIIT Pet

Attention U-Net

85.45Accuracy

6

May 12, 2026

Healthy OCT (train)

91.9Dice Score (%)

6

Feb 26, 2026

Adaptformer + SAM-COBOT

91.3mIoU

6

Feb 26, 2026

Adaptformer + SAM-COBOT

84.9mIoU

6

Feb 26, 2026

Page 3 of 6

Popular datasets

COCO LVIS ADE20K Pascal VOC MSD

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