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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 SegmentationADE20K Setting 3computer vision9Mar 4, 2026
Semantic SegmentationADE20K Setting 2computer vision9Mar 4, 2026
Semantic SegmentationADE20K original (test)computer vision9Mar 4, 2026
Semantic SegmentationMF datasetcomputer vision9Mar 4, 2026
Semantic SegmentationStanford2D3D (Area 5b)computer vision9Feb 26, 2026
Semantic SegmentationCityscapes fine 1/4 (val)computer vision9Feb 26, 2026
Semantic SegmentationVOC 2012 (1.5k 9k)computer vision9Feb 26, 2026
Semantic segmentationISPRS-to-ISPRSC CTTAcomputer vision9Feb 26, 2026
Semantic SegmentationH3D-to-H3DC (test)computer vision9Feb 26, 2026
Semantic SegmentationCSRCcomputer vision9Feb 26, 2026
Semantic SegmentationCSRC datasetcomputer vision9Feb 26, 2026
Class-Incremental Semantic SegmentationPASCAL VOC 2012 (2-2)computer vision9Feb 26, 2026
Class-Incremental Semantic SegmentationPASCAL VOC 2012 (5-1)computer vision9Feb 26, 2026
Class-Incremental Semantic SegmentationPASCAL VOC 2012 (2-1)computer vision9Feb 26, 2026
Class-Incremental Semantic SegmentationPASCAL VOC 1-1 2012computer vision9Feb 26, 2026
Semantic SegmentationUoM CCMcomputer vision9Feb 26, 2026
3D Semantic SegmentationScanNet200 42 (val)3d vision geometry9Feb 26, 2026
Weakly Supervised Semantic SegmentationPASCAL VOC 2012computer vision9Feb 26, 2026
Semantic SegmentationScanNet 12 scenes (val)computer vision9Feb 26, 2026
Semantic SegmentationReplica 2019computer vision9Feb 26, 2026
Semantic SegmentationGWFSS 1.0 (test)computer vision9Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision9Feb 26, 2026
Semantic SegmentationCRACKS faciescomputer vision9Feb 26, 2026
Semantic SegmentationThebecomputer vision9Feb 26, 2026
Semantic SegmentationCRACKScomputer vision9Feb 26, 2026