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Semantic segmentation research benchmarks – Page 45 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FSSG (2% labeled)

59.53mIoU

10

Mar 24, 2026

FLSMD (10% labeled)

72.27mIoU

10

Mar 24, 2026

FLSMD (5% labeled)

68.08mIoU

10

Mar 24, 2026

FLSMD (2% labeled)

62.32mIoU

10

Mar 24, 2026

Cityscapes (1/30 labeled split)

79.6mIoU

10

Mar 24, 2026

Cityscapes -> ACDC (test val)

82.9Road IoU

10

Mar 18, 2026

MSRS Clean (test)

99.23Background Score

10

Mar 17, 2026

83.51mIoU (R)

10

Mar 4, 2026

90.92R

10

Mar 4, 2026

Increasing Storm

75.8mIoU (Clear, F)

10

Mar 4, 2026

Optical and Multispectral Segmentation Summary

81.98mIoU (Optical, Macro)

10

Feb 26, 2026

28.98Macro mIoU

10

Feb 26, 2026

BCSS (author split)

63Tumor

10

Feb 26, 2026

LyNSeC 2 (Random split)

0.82Dice Score

10

Feb 26, 2026

OCELOT Tissue (Random split)

0.69Dice Score

10

Feb 26, 2026

Cityscapes (val)

0.741Score (1/8 Res)

10

Feb 26, 2026

29.77mIoU

10

Feb 26, 2026

82.98mIoU (nz-cattle, macro)

10

Feb 26, 2026

Germany 32 (test)

2.65Score @ 10%

10

Feb 26, 2026

PASTIS 11 (test)

21.5Score @ T=10%

10

Feb 26, 2026

48.43mIoU

10

Feb 26, 2026

PASTIS-R (test)

44.82mIoU

10

Feb 26, 2026

51.97mIoU

10

Feb 26, 2026

Stanford2D3D official (Fold 1)

0.674mIoU

10

Feb 26, 2026

LandCover dataset

88.02mIoU

10

Feb 26, 2026

Page 45 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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