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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 89 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Supervised UNet

85.7Accuracy

3

Feb 26, 2026

ADE20K 1/64 316 labels

33.7mIoU

3

Feb 26, 2026

ADE20K 158 labels (1/128)

28.1mIoU

3

Feb 26, 2026

56.8mIoU

3

Feb 26, 2026

MVSEC (outdoor day2)

66.31mIoU

3

Feb 26, 2026

KITTI SynLiDAR to KITTI, all classes (val)

62.9mIoU

3

Feb 26, 2026

63.44mIoU

3

Feb 26, 2026

Cityscapes-3D (val)

78.02mIoU

3

Feb 26, 2026

ADE20k Full (test)

Fully supervised

19.7mIoU (Seen)

3

Feb 26, 2026

ADE20k Full ZS3

18.7mIoU (unseen)

3

Feb 26, 2026

61.27mIoU

3

Feb 26, 2026

ShapeNet chairs

85.8IoU

3

Feb 26, 2026

72.7mIoU

3

Feb 26, 2026

IDD to Cityscapes and Mapillary (test)

79.5mIoU (Cityscapes)

3

Feb 26, 2026

Mapillary Vistas 65 categories (val)

55.4mIoU (medium-sample)

3

Feb 26, 2026

Cityscapes 100 labels (val)

56.9mIoU

3

Feb 26, 2026

PASCAL Context 1/4 labels

41.7mIoU

3

Feb 26, 2026

PASCAL Context 1/8 labels

40.3mIoU

3

Feb 26, 2026

M&Ms (Underrepresented Vendor)

84.7Dice Coefficient

3

Feb 26, 2026

M&Ms (Underrepresented Class)

85.2Dice Score

3

Feb 26, 2026

ACDC (Balanced)

86.5Dice

3

Feb 26, 2026

Virtual KITTI → KITTI 10 classes (test)

90.9Road IoU

3

Feb 26, 2026

Cityscapes 21 tasks 1-1 (test)

45.24mIoU

3

Feb 26, 2026

Cityscapes 11-5 (3 tasks) (test)

63.51mIoU

3

Feb 26, 2026

DigestPath Sampled lesion patches (val)

87.49DSC

3

Feb 26, 2026

Page 89 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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