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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
Semantic SegmentationStanford2D3D Panoramic 1.0computer vision5Feb 26, 2026
Semantic SegmentationStanford2D3D Panoramic 1.0 (Fold-3)computer vision5Feb 26, 2026
Semantic SegmentationStanford2D3D Panoramic 1.0 (Fold-2)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 50-50 overlapped (val)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 100-50 overlapped (val)computer vision5Feb 26, 2026
Semantic SegmentationSpaceNet building segmentation 96 (val)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes source domaincomputer vision5Feb 26, 2026
Semantic SegmentationMapillary Vistas SYNTHIA-to-Vistas adaptation (7 classes) (test)computer vision5Feb 26, 2026
Semantic SegmentationPASCAL VOC fine annotated 2012computer vision5Feb 26, 2026
Semantic SegmentationCityscapes 1/4 labels (val)computer vision5Feb 26, 2026
Semantic SegmentationPASCAL-CONTEXT (trainval)computer vision5Feb 26, 2026
Generalized Zero-Shot Semantic SegmentationPascalVOC 12 (test)computer visionnlp5Feb 26, 2026
Semantic SegmentationKvasir-SEG 10computer vision5Feb 26, 2026
Semantic SegmentationNYU-v2 20-class (test)computer vision5Feb 26, 2026
Semantic SegmentationS3DIS (Area 6)computer vision5Feb 26, 2026
Semantic SegmentationS3DIS (Area 4)computer vision5Feb 26, 2026
Semantic SegmentationS3DIS (Area 3)computer vision5Feb 26, 2026
Semantic SegmentationS3DIS (Area 1)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes Cross-City (Tokyo) (val)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes -> Cross-City (Rio) (val)computer vision5Feb 26, 2026
Semantic SegmentationSYNTHIA to Cityscapes 13 classes (test)computer vision5Feb 26, 2026
Semantic Segmentation EfficiencyPASCAL VOC (test)computer vision5Feb 26, 2026
Semantic SegmentationBDD150computer vision5Feb 26, 2026
Semantic Segmentation PropagationVIPcomputer vision5Feb 26, 2026
Semantic SegmentationEv-Seg 250ms interval (test)computer vision5Feb 26, 2026