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Semantic segmentation research benchmarks – Page 48 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Natural-JASCL Semi-Supervised (Session 2)

27.69mIoU

9

May 21, 2026

Natural-JASCL Semi-Supervised (Session 1)

27.84mIoU

9

May 21, 2026

Natural-JASCL Semi-Supervised (Session 0)

DeepLab Vanilla

47.76mIoU

9

May 21, 2026

ISBI 2012 (test)

80.52mIoU

9

May 8, 2026

89.91mIoU

9

Apr 6, 2026

72.78mIoU

9

Apr 6, 2026

80.69mIoU

9

Apr 6, 2026

nnU-Net ResEnc L

85.79Dice Score

9

Mar 31, 2026

PASCAL VOC 15 (test)

89.57mIoU

9

Mar 30, 2026

NYU Sequence 3 shuffled v2 (test)

41.84mIoU

9

Mar 30, 2026

NYU Sequence 2 v2 shuffled (test)

41.84mIoU

9

Mar 30, 2026

72.82Segmentation Score

9

Mar 30, 2026

Average across 8 datasets (val)

67.2Pixel Accuracy (pAcc)

9

Mar 24, 2026

Cityscapes without background (val)

75.2Pixel Accuracy (no background)

9

Mar 24, 2026

COCO-Stuff without background (val)

43.4Pixel Accuracy

9

Mar 24, 2026

Pascal Context 59 without background (val)

63.4Pixel Accuracy

9

Mar 24, 2026

Pascal VOC without background 20 (val)

93.8Pixel Accuracy

9

Mar 24, 2026

COCO-Object with background (val)

75.9pAcc

9

Mar 24, 2026

Pascal VOC with background V21 (val)

89.3Pixel Accuracy (pAcc)

9

Mar 24, 2026

68Dice

9

Mar 20, 2026

ICs 8-14 (Out-of-distribution)

95.9PA

9

Mar 18, 2026

WHU-OHS Cross-Regional

59.83mIoU

9

Mar 17, 2026

GTA5 → Cityscapes (CS)

97.2Road IoU

9

Mar 5, 2026

ScanNet (10 held-out scenes)

76.5mIoU

9

Mar 4, 2026

ADE20K Setting 3

50.34mIoU

9

Mar 4, 2026

Page 48 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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