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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 78 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ev-Seg 50ms interval (test)

Grayscale & EV-SegNet

95.22Accuracy

5

Feb 26, 2026

Clear-Foggy-80 (test)

62.2mIoU

5

Feb 26, 2026

Cityscapes lindau-40 (val)

67.2mIoU

5

Feb 26, 2026

COCO-Stuff 2017 (Challenge)

28.8mIoU

5

Feb 26, 2026

51.6mIoU

5

Feb 26, 2026

Nighttime Driving 1.0 (test)

Gradual Model Adaptation (phi^3)

41.6Mean IoU

5

Feb 26, 2026

NYU Depth v2 (test)

68.5Pixel Accuracy

5

Feb 26, 2026

NYUDepth 40-Class v2

Multiscale Convolutional Network

65.6Pixel Accuracy

5

Feb 26, 2026

PASCAL-Context 33-class (val)

53.5mIoU

5

Feb 26, 2026

87.1Mean IoU

4

Jul 8, 2026

Proposed TL (Full FT + CE+Lovasz (0.04/0.96))

22.36Delta Joint IoU

4

Jul 8, 2026

Sentinel-2 Farmland (test)

63.46Jaccard Score

4

Jul 7, 2026

Cityscapes (val)

66.1BIoU

4

Jul 7, 2026

JoDiffusion + HO-HE

76.04mIoU

4

Jul 7, 2026

73.79IoU

4

Jul 3, 2026

83.4mIoU

4

Jul 1, 2026

MTS12 South to North

26.4mIoU

4

Jun 30, 2026

MTS12 w/o domain gap

41.58mIoU

4

Jun 30, 2026

DFC2020 w/o domain gap

65.34mIoU

4

Jun 30, 2026

WHUOHS WD to WS

14.13mIoU

4

Jun 30, 2026

WHUOHS WS to WD

14.08mIoU

4

Jun 30, 2026

84.7Pixel Accuracy

4

Jun 30, 2026

GTA5 to Cityscapes

1.28Adaptation Time

4

Jun 29, 2026

Cityscapes to ACDC

2.81Adaptation Time

4

Jun 29, 2026

10.87FPS

4

Jun 23, 2026

Page 78 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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