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Benchmarks for “semantic segmentation”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
SegmentationVOC 2012 v1 (test)computer vision5Feb 26, 2026
Semantic SegmentationCelebA-19 (test)computer vision5Feb 26, 2026
Semantic SegmentationRainy Cityscapes (val)computer vision5Feb 26, 2026
Semantic SegmentationFantastic Beasts 20^2 (20^0, 20^1, 20^2, 20^3)computer vision5Feb 26, 2026
Semantic SegmentationFantastic Beasts transferred from PASCAL-5² (5^0, 5^1, 5^2, 5^3)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 2526 labels 1/8computer vision5Feb 26, 2026
Semantic SegmentationADE20K 1263 labels (1/16)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 1/32 632 labelscomputer vision5Feb 26, 2026
Semantic SegmentationDSEC-Semantic (test)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 150 classes (test)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 847 classes (test)computer vision5Feb 26, 2026
Semantic SegmentationCOCO 50 labels (val)computer vision5Feb 26, 2026
Semantic Segmentation PropagationReplica Dense (D)computer vision5Feb 26, 2026
Semantic Segmentation PropagationReplica Sparse (S)computer vision5Feb 26, 2026
Semantic SegmentationCar-Parts 10 train (test)computer vision5Feb 26, 2026
3D Semantic SegmentationnuScenes 3 (val)3d vision geometry5Feb 26, 2026
Semantic SegmentationCityscapes to Dark-Zurichcomputer vision5Feb 26, 2026
3D Semantic SegmentationSemanticSTF All 1.0 (val)3d vision geometry5Feb 26, 2026
3D Semantic SegmentationSemanticSTF Snow 1.0 (val)3d vision geometry5Feb 26, 2026
3D Semantic SegmentationSemanticSTF Rain 1.0 (val)3d vision geometry5Feb 26, 2026
3D Semantic SegmentationSemanticSTF Light-fog 1.0 (val)3d vision geometry5Feb 26, 2026
3D Semantic SegmentationSemanticSTF Dense-fog 1.0 (val)3d vision geometry5Feb 26, 2026
3D Semantic SegmentationSemanticSTF (test)3d vision geometry5Feb 26, 2026
Semantic SegmentationSemanticPOSScomputer vision5Feb 26, 2026
Semantic SegmentationSN-7-SP (test)computer vision5Feb 26, 2026