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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 34 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Medical Segmentation Benchmarks Aggregate mean of benchmarks v1

87.93mIoU

14

Feb 26, 2026

Cityscapes (val)

Mask2Former + ViT-P

86.8mIoU (single-scale)

14

Feb 26, 2026

S3DIS v1.2 (Area 5)

Supervised HUNet

71.3mIoU

14

Feb 26, 2026

62.9Score (Top 20 Classes)

14

Feb 26, 2026

ScanNet (20% scenes)

Supervised (HUNet)

67.1mIoU

14

Feb 26, 2026

ScanNet (10% scenes)

61.5mIoU

14

Feb 26, 2026

ScanNet (5% scenes)

54.5mIoU

14

Feb 26, 2026

ScanNet (1% scenes)

35.2mIoU

14

Feb 26, 2026

51mIoU (0-50)

14

Feb 26, 2026

COCO-St. (test)

45.4mIoU

14

Feb 26, 2026

74.75mIoU

14

Feb 26, 2026

0.596Dice

14

Feb 26, 2026

PASCAL VOC original 2012 (Full (1464))

0.821mIoU

14

Feb 26, 2026

ADE20K without background class (val)

17.3mIoU

14

Mar 24, 2026

68.2mIoU

14

Feb 26, 2026

SYNTHIA-Seq to Cityscapes-Seq (val)

96.4Road IoU

14

Feb 26, 2026

PASCAL Context with background class

COSMOS w/ SCLIP

31.2mIoU

14

Feb 26, 2026

Cityscapes (val)

Adaptive Frequency Trigger

82Pixel-wise ASR

14

Feb 26, 2026

Cityscapes -> Dark Zurich (val)

SePiCo (DistCL)

91.2Road IoU

14

Feb 26, 2026

ImageNet-S 1.0 (test)

47mIoU

14

Feb 26, 2026

ACDC night (val)

37.7mIoU

14

Jun 29, 2026

COCO-Stuff (unseen)

61.5mIoU

14

Feb 26, 2026

87.8mIoU

14

Mar 10, 2026

BDD-Anomaly (test)

51.07mIoU

14

Feb 26, 2026

StreetHazards (test)

56.16mIoU

14

Feb 26, 2026

Page 34 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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