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Semantic segmentation research benchmarks – Page 18 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PASTIS-R (30% labels)

46.42mIoU

24

Apr 14, 2026

PASTIS-R (1% labels)

27.54mIoU

24

Apr 14, 2026

Cityscapes (val)

95.89Overall Accuracy

24

Mar 31, 2026

DSEC-Semantic v1 (test)

64.93mIoU

24

Mar 5, 2026

DDD17-Seg v1 (test)

63mIoU

24

Mar 5, 2026

41.53Macro mIoU

24

Mar 10, 2026

75.1mIoU

24

Jun 2, 2026

72.2mIoU

24

Mar 31, 2026

PASCAL Context (with background class) (val)

34.3mIoU

24

Feb 26, 2026

PASCAL VOC with background class (val)

57.9mIoU

24

Feb 26, 2026

ACDC Snow (test)

76.21mIoU

24

Apr 3, 2026

BIG dataset (test)

95.3IoU

24

Feb 26, 2026

54.56mIoU

24

May 21, 2026

81.31mIoU

24

Feb 26, 2026

COCO-20i Fold-3

51.1mIoU

24

Feb 26, 2026

COCO-20i Fold-2

53.6mIoU

24

Feb 26, 2026

COCO 20i Fold-1

55.8mIoU

24

Feb 26, 2026

COCO-20i Fold-0

46.9mIoU

24

Feb 26, 2026

62.96mIoU

24

Feb 26, 2026

82.8mIoU

24

Apr 28, 2026

Pascal-VOC Disjoint 15-1 2012

13.67mIoU (16-20)

24

Feb 26, 2026

Mask2Former+IDRNet

61.86mIoU

24

Feb 26, 2026

69.9mIoU

24

Feb 26, 2026

ScanNet20 (val)

77.6mIoU

24

Feb 26, 2026

Full FT (SAM 2-L)

91.8mIoU

23

May 26, 2026

Page 18 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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