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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 15 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MFNet daytime (test)

Sigma (VMamba-S)

55mIoU

30

Feb 26, 2026

78.82Overall Accuracy

29

Apr 28, 2026

Pascal VOC 2007 (test)

DeCon-ML-L (SlotCon adapt.)

75.4mIoU

29

Feb 26, 2026

ADE20K-150 (test)

37.1mIoU

29

Feb 26, 2026

68.08mIoU

29

May 8, 2026

Cityscapes (CS) 1024x512 (val)

82.6mIoU

29

Feb 26, 2026

COCO 1849 labels (1/64)

60.4mIoU

29

Feb 26, 2026

DigestPath (test)

Full Supervision

77.47DSC

29

Feb 26, 2026

Pascal VOC 5-3 protocol 2012 (val)

82.6mIoU (Classes 0-5)

29

Feb 26, 2026

Cityscapes (val)

93.3Road IoU

29

Feb 26, 2026

FSS-1000 5-shot

90.4mIoU

29

May 20, 2026

Pascal VOC 19-1 setting 2012 (val)

75.5mIoU (old)

29

Feb 26, 2026

Cityscapes w/o coarse

OCR (Seg. transformer)

83.6mIoU

29

Feb 26, 2026

55.91IoU

28

Jun 23, 2026

Med JASCL-Disjoint Session 2: BCV

39.8Dice Score

28

May 21, 2026

Med JASCL-Disjoint Session 1: AMOS

46Dice Score

28

May 21, 2026

Med JASCL-Disjoint Session 0: TS

82Dice Score

28

May 21, 2026

76.4mIoU

28

Apr 10, 2026

P-R Potsdam and Vaihingen

76.7P-I Score

28

Mar 4, 2026

Cityscapes Adverse Conditions ACDC

54.6mIoU (Night)

28

Mar 4, 2026

GTAV Generalization to Cityscapes, BDD100K, Mapillary

63.3mIoU (Cityscapes)

28

Mar 4, 2026

75.76FB-IoU

28

Feb 26, 2026

Cityscapes v1.1 (test)

OCNet (w/ ASP-OC)

82.5mIoU

28

Feb 26, 2026

67.7mIoU

28

Feb 26, 2026

58.8mIoU

28

Apr 15, 2026

Page 15 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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