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Semantic segmentation research benchmarks – Page 43 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cityscapes (11-5)

0.838mIoU

11

Feb 26, 2026

76.4mIoU

11

Feb 26, 2026

GTA5-to-Real (mean)

63.6mIoU

11

Feb 26, 2026

Left Atrium (LA) 10% labeled data

90.55Dice

11

Feb 26, 2026

1.17General Domain Score

11

Feb 26, 2026

SynPASS-to-DensePASS (S-to-D) target 1.0 (test)

42.18mIoU

11

Feb 26, 2026

Pascal-EA 1.0 (val)

95.59mIoU (Validation)

11

Feb 26, 2026

LLRGBD synthetic (test)

68.76mIoU

11

Feb 26, 2026

FoodSeg103 (test)

46.42mIoU

11

Feb 26, 2026

Cityscapes fine annotations 372 labels (1/8)

79.4mIoU

11

Feb 26, 2026

44.99mIoU

11

Feb 26, 2026

CelebAMask-HQ 8 classes

78.59mIoU

11

Feb 26, 2026

46Relative Performance

11

Feb 26, 2026

Adaptive Annotation Strategy

81.9Relative Performance

11

Feb 26, 2026

95.4Relative Performance

11

Feb 26, 2026

COCO 2017 (test-dev)

38.5mAP

11

Feb 26, 2026

VOC LowData 2012 (1/2 732 labeled images)

78.95mIoU

11

Feb 26, 2026

ImageNet-S300 (test)

29.8mIoU

11

Feb 26, 2026

24.9mIoU

11

Feb 26, 2026

SYNTHIA-to-Cityscapes 13-class (train-to-val)

92Road IoU

11

Feb 26, 2026

ATLANTIS (test)

56.6Canal IoU

11

Feb 26, 2026

SYNTHIA to Mapillary 7 classes EP3 protocol (val)

Oracle (only-target)

95Flat Class Accuracy

11

Feb 26, 2026

Cityscapes fine-only (test)

81.8mIoU

11

Feb 26, 2026

Cityscapes (val)

SqueezeNAS LAT XLarge

75.19mIoU

11

Feb 26, 2026

ShareCMP (MiT-B4)

92Building IoU

11

Feb 26, 2026

Page 43 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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