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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 76 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Fantastic Beasts transferred from PASCAL-5² (5^0, 5^1, 5^2, 5^3)

5,410IoU (5^0 Fold)

5

Feb 26, 2026

ADE20K 2526 labels 1/8

39.4mIoU

5

Feb 26, 2026

ADE20K 1263 labels (1/16)

37.2mIoU

5

Feb 26, 2026

ADE20K 1/32 632 labels

35.1mIoU

5

Feb 26, 2026

DSEC-Semantic (test)

0.894Accuracy

5

Feb 26, 2026

ADE20K 150 classes (test)

29.1mIoU

5

Feb 26, 2026

ADE20K 847 classes (test)

0.101mIoU

5

Feb 26, 2026

COCO 50 labels (val)

55.1mIoU

5

Feb 26, 2026

Car-Parts 10 train (test)

66.79mIoU

5

Feb 26, 2026

Cityscapes to Dark-Zurich

33.2mIoU

5

Feb 26, 2026

41.7mIoU (0.1% Threshold)

5

Feb 26, 2026

Selective Scaling

59.42mIoU

5

Feb 26, 2026

Selective Scaling

89.33mIoU

5

Feb 26, 2026

BDD100K to CityScapes (test)

Selective Scaling

67.46mIoU

5

Feb 26, 2026

COCO-Stuff partial classes

27.6mIoU

5

Feb 26, 2026

PASCAL Context 59 (partial classes)

62mIoU

5

Feb 26, 2026

PASCAL VOC 20 partial classes

84.5mIoU

5

Feb 26, 2026

49.5mIoU

5

Feb 26, 2026

Oxford RobotCar

memory regularization in vivo

95.9Road IoU

5

Feb 26, 2026

Taskonomy RGB input (test)

22.97MAE

5

Feb 26, 2026

74.8pAcc

5

Feb 26, 2026

PartNet-Reasoning (test)

76.6Chair Accuracy

5

Feb 26, 2026

KITTI-STEP (val)

21.7mIoU

5

Feb 26, 2026

Cityscapes (val)

32.5mIoU

5

Feb 26, 2026

COCO-Stuff10K (val)

30.3mIoU

5

Feb 26, 2026

Page 76 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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