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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 SegmentationS3DIS (Area 2)computer vision15Mar 9, 2026
Semantic SegmentationPartNet (val)computer vision15Feb 26, 2026
Semantic SegmentationADE20K 50-50 scenariocomputer vision15Feb 26, 2026
Semantic SegmentationPascal VOC Full labeled 2012computer vision14Jul 7, 2026
Semantic SegmentationDFC2020 S1computer vision14Jun 23, 2026
Semantic SegmentationNYU v2computer vision14Jun 4, 2026
Semantic SegmentationCityscapes half resolution (val)computer vision14May 26, 2026
Semantic SegmentationADE20Kcomputer vision14May 25, 2026
Semantic SegmentationScanNetcomputer vision14May 18, 2026
3D Semantic SegmentationnuScenes USA to Singapore3d vision geometry14May 11, 2026
Semantic SegmentationBDD100Kcomputer vision14May 6, 2026
Semantic SegmentationCityscapes 80-20 (val)computer vision14Apr 14, 2026
Semantic SegmentationXSeg (test)computer vision14Apr 7, 2026
Semantic SegmentationISPRS Vaihingencomputer vision14Apr 6, 2026
LiDAR Semantic SegmentationSemanticSTF (test)computer vision3d vision geometry14Mar 31, 2026
LiDAR Semantic SegmentationSynLiDAR to SemanticSTF Transfer (test)computer vision3d vision geometry14Mar 31, 2026
3D Semantic SegmentationMatterport3D 1.0 (test)3d vision geometry14Mar 30, 2026
Semantic SegmentationWOD (val)computer vision14Jun 1, 2026
Semantic SegmentationSAR land-cover mapping dataset (test)computer vision14Mar 25, 2026
Semantic SegmentationK3I-Plasticcomputer vision14Mar 17, 2026
Semantic SegmentationK3I-Material (test)computer vision14Mar 17, 2026
Semantic SegmentationMFNetcomputer vision14Mar 11, 2026
Semantic SegmentationAI4SmallFarmscomputer vision14Mar 10, 2026
Semantic SegmentationMitoEM-R -> MitoEM-H v1 (test)computer vision14Feb 26, 2026
Semantic SegmentationVNC III -> Lucchi Subset1 (test)computer vision14Feb 26, 2026