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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 38 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

56F1 Score

12

May 8, 2026

60F1 Score

12

May 8, 2026

59.3Cargo Ship IoU

12

Mar 31, 2026

SEN12MS RGB-Phy

SkySense-O+PriorSeg

43.1mIoU

12

Mar 31, 2026

WHU-OPT-SAR RGB-Phy

SkySense-O+PriorSeg

42.98mIoU

12

Mar 31, 2026

LoveDA RGB-Only

SkySense-O+PriorSeg

39.72mIoU

12

Mar 31, 2026

SkySense-O+PriorSeg

45.23mIoU

12

Mar 31, 2026

SegEarth-OV+PriorSeg

41.98mIoU

12

Mar 31, 2026

Cityscapes to {ACDC, DZ, BDD, MV} Domain Generalization (various)

61mIoU (ACDC)

12

Mar 26, 2026

87.29mIoU

12

Mar 20, 2026

SemanticPOSS (val)

58.63mIoU

12

Mar 20, 2026

RELLIS-3D (val)

56.4mIoU

12

Mar 20, 2026

41.2S1 Score

12

Mar 11, 2026

Stanford2D3D fold-1 (Area 5a and 5b)

45.73mIoU

12

Feb 26, 2026

Pascal VOC 1/16 labeled 2012 (val)

57.6mIoU

12

Feb 26, 2026

Pascal VOC 1/8 labeled 2012 (val)

0.663mIoU

12

Feb 26, 2026

Pascal VOC 1/4 labeled split 2012 (val)

69.78mIoU

12

Feb 26, 2026

Pascal VOC 1/2 labeled 2012 (val)

73.05mIoU

12

Feb 26, 2026

Cloud-S3 Copernicus-Bench (test)

66.1mIoU

12

Feb 26, 2026

44.74mIoU

12

Feb 26, 2026

77.1mIoU

12

Feb 26, 2026

59.1mIoU (Real+Syn)

12

Feb 26, 2026

Freiburg Thermal (test)

73.9Average mIoU

12

May 6, 2026

WHU-OPT-SAR (test)

Baseline (Concat)

67.55Farmland Accuracy

12

Feb 26, 2026

ScanNet++ new (test)

Fully Supervised

65.45mIoU (Boundary)

12

Feb 26, 2026

Page 38 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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