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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 50 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ADE20K 1/8 labeled images (val)

49.8mIoU

9

Feb 26, 2026

ADE20K 1/16 labeled images (val)

46.7mIoU

9

Feb 26, 2026

ADE20K 1/32 labeled images (val)

45mIoU

9

Feb 26, 2026

Input tensor (1, 3, 256, 256)

9.08Params (M)

9

Feb 26, 2026

Pascal Semantic Segmentation OOD Corrupted (test)

0.717mIoU (Fog)

9

Feb 26, 2026

Pascal Semantic Segmentation ID Clean (test)

74.27mIoU (Clean)

9

Feb 26, 2026

PASCAL-C (test)

54.64mIoU

9

Feb 26, 2026

BDD to UAVID (test)

35.4Road

9

Feb 26, 2026

Foggy Driving (FD)

61mIoU

9

Feb 26, 2026

77.33mIoU (Instance)

9

Feb 26, 2026

SYNTHIA → Cityscapes

88.31Road IoU

9

Feb 26, 2026

GTA5 → Cityscapes

95.14Road IoU

9

Feb 26, 2026

ScanNet real (test)

98.43Total Accuracy

9

Feb 26, 2026

Replica synthetic (test)

97.6Total Acc

9

Feb 26, 2026

Foggy Cityscapes (val)

40.67mIoU

9

Feb 26, 2026

ImageNet Segmentation 21 (test)

81.79Pixel Accuracy

9

Feb 26, 2026

WildDash 2 (val)

54mIoU

9

Feb 26, 2026

CelebAMask-HQ (test)

71.3mIoU (Ear)

9

Feb 26, 2026

Cityscapes 1/8 split 1.0 (val)

78.5mIoU

9

Feb 26, 2026

ScribbleKITTI (leaderboard)

63mIoU

9

Feb 26, 2026

Real-world Target Mean BM mean (test)

49.64BM mean mIoU

9

Feb 26, 2026

37.86mIoU

9

Feb 26, 2026

SYNTHIA D_dev^SYN (dev)

76.49mIoU

9

Feb 26, 2026

0.74Params (M)

9

Feb 26, 2026

93.7OA

9

Feb 26, 2026

Page 50 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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