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Semantic segmentation research benchmarks – Page 36 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ZeroWaste-f (test)

0.807mIoU

13

Jun 12, 2026

Synthetic dataset (val)

0.735mIoU

13

Feb 26, 2026

80.7mIoU (Real+Syn)

13

Feb 26, 2026

85.3Accuracy

13

Feb 26, 2026

Waterhemp (test)

94.31mIoU

13

Feb 26, 2026

Flatten Swin + relay tokens

57.7mIoU

13

Feb 26, 2026

91.5Car IoU

13

Feb 26, 2026

Five-Billion-Pixels (test)

0.918OA

13

Feb 26, 2026

Midnight-92k/392

70.8Dice Score (no background)

13

Feb 26, 2026

Midnight-92k/392

66.2Dice Score (no background)

13

Feb 26, 2026

Mapillary (Map) 19 class (val)

67.59mIoU

13

Feb 26, 2026

BDD100K 19 class (val)

61.38mIoU

13

Feb 26, 2026

Preserve-the-Hard-Regenerate-the-Rest

95.56Building IoU

13

Jul 1, 2026

ADE20K 38 (val)

49.1mIoU

13

Feb 26, 2026

ClinicDB (test)

93.63DSC (%)

13

Feb 26, 2026

92.62DSC

13

Feb 26, 2026

COCO 5K images (val)

62mIOU

13

Feb 26, 2026

MFNet RGB-T 2017 (test)

60.3mIoU

13

Feb 26, 2026

Pascal VOC 732 labels

86.7mIoU

13

Feb 26, 2026

Pascal VOC 183 labels

85.6mIoU

13

Feb 26, 2026

Pascal VOC 92 labels

84mIoU

13

Feb 26, 2026

SYNTHIA to {Cityscapes, BDD, Mapillary, GTA} (test)

42.6mIoU (Cityscapes)

13

Feb 26, 2026

PASCAL-5^2 5i (cross-dataset)

62.7mIoU

13

Feb 26, 2026

PASCAL VOC with background class

84mIoU

13

Feb 26, 2026

59.9mIoU

13

Feb 26, 2026

Page 36 of 95

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Cityscapes Pascal VOC ADE20K COCO ScanNet

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