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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 SegmentationFoggy Zurich (FZ)computer vision12Feb 26, 2026
Semantic SegmentationScanNet200computer vision12Feb 26, 2026
Semantic SegmentationADE20k overlapped (50-50 (3 steps))computer vision12Feb 26, 2026
Semantic SegmentationADE20k 100-50 (2 steps) overlappedcomputer vision12Feb 26, 2026
Oracle Semantic SegmentationPASCAL VOC 2012 (val)computer vision12Feb 26, 2026
Semantic SegmentationBTCV (val)computer vision12Feb 26, 2026
3D Semantic SegmentationS3DIS (S0)3d vision geometry12Feb 26, 2026
3D Semantic SegmentationSynLiDAR -> semanticPOSS (test)3d vision geometry12Feb 26, 2026
Semantic SegmentationPASCAL VOC blended set 1/4 (2646) labeled 2012 (val)computer vision12Feb 26, 2026
Semantic SegmentationPASCAL VOC blended set 1/16 (662) labeled 2012 (val)computer vision12Feb 26, 2026
Semantic SegmentationMF day-night 11 (evaluation set)computer vision12Feb 26, 2026
Semantic SegmentationLVIS 92^i (test)computer vision12Feb 26, 2026
Semantic SegmentationFSS-1000 1.0 (test)computer vision12Feb 26, 2026
Semantic SegmentationNYUD v2 (evaluation)computer vision12Feb 26, 2026
Semantic SegmentationPASCAL VOC blended high-quality 1/4 partition 2012computer vision12Feb 26, 2026
Semantic SegmentationPASCAL VOC 1/8 partition 2012 (blended high-quality)computer vision12Feb 26, 2026
Semantic SegmentationPASCAL VOC blended high-quality 1/16 partition 2012computer vision12Feb 26, 2026
Semantic SegmentationnuImages (val)computer vision12Feb 26, 2026
Semantic SegmentationnuScenes-C Robo3D 1.0 (val)computer vision12Feb 26, 2026
Semantic SegmentationADE20K 80k iterations (val)computer vision12Feb 26, 2026
Semantic SegmentationCityscapes GTA5 to Cityscapes adaptationcomputer vision12Feb 26, 2026
Semantic SegmentationCMU Correspondence (test)computer vision12Feb 26, 2026
Semantic SegmentationScribbleKITTI (val)computer vision12Mar 20, 2026
Semantic SegmentationBraTS (test)computer vision12May 19, 2026
Semantic SegmentationADE20K to COCO-164K (test)computer vision12Feb 26, 2026