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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 55 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AIR-PolSARSeg (test)

65.87Industrial Area IoU

8

Feb 26, 2026

MSL labeled ratio (1/4)

65.9mIoU

8

Feb 26, 2026

MSL labeled ratio (1/8)

60.9mIoU

8

Feb 26, 2026

MER labeled ratio (1/4)

0.591mIoU

8

Feb 26, 2026

MER labeled ratio (1/8)

56.8mIoU

8

Feb 26, 2026

29.7Unl IoU

8

Feb 26, 2026

98.09Road IoU

8

Feb 26, 2026

Attention U-Net

85.8F1 Score (w/bg)

8

Feb 26, 2026

Cityscapes Adverse (test)

71.8mIoU (Rainy)

8

Feb 26, 2026

SemanticSTF SynLiDAR 1.0 (test)

65.4Car IoU

8

Feb 26, 2026

ADE20K-C level 1

49.2mIoU (Brightness)

8

Feb 26, 2026

SemanticKITTI-C v1.0 (test)

96.8mCE

8

Feb 26, 2026

Replica novel views 42 (test)

23.96mIoU

8

Feb 26, 2026

COCO-Stuff-15 (val)

55.7Pixel Accuracy

8

Feb 26, 2026

77.8mIoU (Fog)

8

Feb 26, 2026

Cityscapes Average across 18 Centers Local

81mIoU

8

Feb 26, 2026

CAMVID C4 Local

79mIoU

8

Feb 26, 2026

CAMVID C3 Local

0.85mIoU

8

Feb 26, 2026

CAMVID (C2 Local)

83mIoU

8

Feb 26, 2026

CAMVID C1 Local

Combined Training

74mIoU

8

Feb 26, 2026

Toronto-3D (val section 2)

97.6OA

8

Feb 26, 2026

KITTI Semantics (test)

RoadFormer+ (L)

73.13mIoU Class

8

Feb 26, 2026

ADE20k 100-5 (11 steps) overlapped

50.1mIoU (1-100)

8

Feb 26, 2026

DeLiVER standard (test)

66.9mIoU

8

Feb 26, 2026

FoodSeg195 (Split 3)

0.195mIoUn

8

Feb 26, 2026

Page 55 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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