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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 19 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Pascal Context Stuff without background

33.4mIoU

23

Apr 29, 2026

COCO-60 with background

43.3mIoU

23

Apr 29, 2026

Surveillance mixture RainSnow, MTID/Drone, GRAM-RTM/M-30-HD, UT/Sherbrooke

98.5Accuracy

23

Mar 25, 2026

90.35mIoU

23

Mar 24, 2026

PASCAL VOC 10-1 sequence 2012

82.7mIoU (0-10)

23

Mar 17, 2026

ScanNet 19 classes

40.7mIoU

23

Jul 2, 2026

Fully Supervised

77.5mIoU

23

Feb 26, 2026

Fully Supervised

0.825mIoU

23

Feb 26, 2026

0.783mIoU

23

Feb 26, 2026

Fully Supervised

94.7mIoU

23

Feb 26, 2026

Fully Supervised

74mIoU

23

Feb 26, 2026

Fully Supervised

74.7mIoU

23

Feb 26, 2026

Fully Supervised

74.8mIoU

23

Feb 26, 2026

Fully Supervised

80.1mIoU

23

Feb 26, 2026

Pascal VOC 1 2 labeled 2012 (train)

90mIoU

23

Feb 26, 2026

Pascal VOC 1/4 labeled 2012 (train)

88.9mIoU

23

Feb 26, 2026

Pascal VOC 1/8 labeled 2012 (train)

87.9mIoU

23

Feb 26, 2026

Cityscapes (val)

138GFLOPs

23

Feb 26, 2026

COCO-Object with background class (val)

35.4mIoU

23

Feb 26, 2026

94.3mIoU (Smoothed)

23

Feb 26, 2026

SYNTHIA to Cityscapes 16 and 13 categories (val)

91.2Road

23

Feb 26, 2026

COCO 20^i (cross-validation)

54.7Mean Score

23

Feb 26, 2026

Pascal-VOC Disjoint 19-1 2012

81.6mIoU (20)

23

Feb 26, 2026

SUN-RGBD 53 (test)

54.6mIoU

23

Feb 26, 2026

CholecSeg8K (test)

78.4mIoU

23

Jul 7, 2026

Page 19 of 95

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