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Semantic segmentation research benchmarks – Page 83 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

GTA5 to ACDC-Rain (Source2Rain) (test)

35.84mIoU

4

Feb 26, 2026

GTA5 to ACDC-Night (Source2Night) (test)

15.72mIoU

4

Feb 26, 2026

GTA5 to ACDC-Fog Source2Fog (test)

36.98mIoU

4

Feb 26, 2026

GTA5 to Cityscapes (Source2CS)

41.73mIoU

4

Feb 26, 2026

Cityscapes to Adverse Driving Scenarios ACDC and Custom (test val)

53.02mIoU (Fog)

4

Feb 26, 2026

YoutubeVIS (test)

31mIoU

4

Feb 26, 2026

43Precision

4

Feb 26, 2026

Multiple Sclerosis

Tomographic LayerCAM

87Precision

4

Feb 26, 2026

Learnable Earth Parser

96.9mIoU (Crop Fields)

4

Feb 26, 2026

ScanNet v2 (val)

31.3mIoU (Limited Reconstruction 1%)

4

Feb 26, 2026

UrbanBIS Longhua-2

66.7mIoU

4

Feb 26, 2026

UrbanBIS Longhua-1

66.1mIoU

4

Feb 26, 2026

UrbanBIS Yuehai-Campus

74.9mIoU

4

Feb 26, 2026

UrbanBIS Yingrenshi

72mIoU

4

Feb 26, 2026

DIVA-HisDB CB55 (test)

DeepLabv3 (DIVA-DAF)

93.04mIoU

4

Feb 26, 2026

51mIoU

4

Feb 26, 2026

ADE20K Standard Shift (val)

46.11mIoU

4

Feb 26, 2026

ADE20K Circular Shift (val)

0.444mIoU

4

Feb 26, 2026

SemanticKITTI (leaderboard)

73.3mIoU

4

Feb 26, 2026

Cityscapes (val)

85.6IoU (Car)

4

Feb 26, 2026

KITTI nuScenes to KITTI 11 classes (val)

77.62mIoU

4

Feb 26, 2026

KITTI A2D2 to KITTI 10 classes (val)

76.62mIoU

4

Feb 26, 2026

31.81mIoU

4

Feb 26, 2026

NightCity+ (test)

31.81mIoU

4

Feb 26, 2026

image-aware organ-specific heads

0.466Dice Coefficient

4

Feb 26, 2026

Page 83 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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