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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 49 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ADE20K Setting 2

50.34mIoU

9

Mar 4, 2026

ADE20K original (test)

50.34mIoU

9

Mar 4, 2026

53.4mIoU

9

Mar 4, 2026

Stanford2D3D (Area 5b)

45.73mIoU

9

Feb 26, 2026

Cityscapes fine 1/4 (val)

75.15mIoU

9

Feb 26, 2026

VOC 2012 (1.5k 9k)

74.15mIoU

9

Feb 26, 2026

ISPRS-to-ISPRSC CTTA

40.03Sunlight Score

9

Feb 26, 2026

H3D-to-H3DC (test)

38.42mIoU (Sunlight)

9

Feb 26, 2026

64.8mIoU

9

Feb 26, 2026

90.6Precision

9

Feb 26, 2026

0.613mIoU

9

Feb 26, 2026

ScanNet 12 scenes (val)

65.1mIoU

9

Feb 26, 2026

40.67mAcc

9

Feb 26, 2026

GWFSS 1.0 (test)

93.11mIoU

9

Feb 26, 2026

Cityscapes (val)

65.38mIoU

9

Feb 26, 2026

Scale-Aware SSL (Random Sampling)

0.019HD

9

Feb 26, 2026

Scale-Aware SSL (Random Sampling)

13.46HD

9

Feb 26, 2026

95.51HD Score

9

Feb 26, 2026

PASCAL VOC PAS-20b 20 foreground categories + background (val)

84.7mIoU

9

Feb 26, 2026

Stanford2D3D (test)

69.47mIoU

9

Feb 26, 2026

BraTS 2019 (train)

Supervised baseline

85.13Dice

9

Feb 26, 2026

SemanticSTF SemanticKITTI 1.0 (test)

89.4car IoU

9

Feb 26, 2026

PASCAL VOC without background category 2012

80.4mIoU

9

Feb 26, 2026

EXPo vehicle (Pv) to quadruped (Pq)

80.02Accuracy

9

Feb 26, 2026

EXPo vehicle to drone 1.0 (test)

Target Supervised

79.57Accuracy

9

Feb 26, 2026

Page 49 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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