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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 SegmentationEv-Seg 10ms interval (test)computer vision5Feb 26, 2026
Semantic SegmentationEv-Seg 50ms interval (test)computer vision5Feb 26, 2026
Semantic SegmentationClear-Foggy-80 (test)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes lindau-40 (val)computer vision5Feb 26, 2026
Semantic SegmentationCOCO-Stuff 2017 (Challenge)computer vision5Feb 26, 2026
Semantic SegmentationCOCO 5-shotcomputer vision5Feb 26, 2026
Semantic SegmentationNighttime Driving 1.0 (test)computer vision5Feb 26, 2026
Semantic SegmentationNYU Depth v2 (test)computer vision5Feb 26, 2026
Semantic SegmentationNYUDepth 40-Class v2computer vision5Feb 26, 2026
Semantic SegmentationPASCAL-Context 33-class (val)computer vision5Feb 26, 2026
Semantic SegmentationRealDOFcomputer vision4Jul 8, 2026
Semantic SegmentationWJ3600 (test)computer vision4Jul 8, 2026
3D Semantic SegmentationReplica Tail (test)3d vision geometry4Jul 7, 2026
3D Semantic SegmentationReplica Common (test)3d vision geometry4Jul 7, 2026
3D Semantic SegmentationReplica Head (test)3d vision geometry4Jul 7, 2026
Semantic SegmentationSentinel-2 Farmland (test)computer vision4Jul 7, 2026
Semantic SegmentationCityscapes (val)computer vision4Jul 7, 2026
Semantic SegmentationVOC augcomputer vision4Jul 7, 2026
Semantic SegmentationOPV2V Semanticcomputer vision4Jul 3, 2026
Semantic SegmentationRADIalcomputer vision4Jul 1, 2026
Semantic SegmentationMTS12 South to Northcomputer vision4Jun 30, 2026
Semantic SegmentationMTS12 w/o domain gapcomputer vision4Jun 30, 2026
Semantic SegmentationDFC2020 w/o domain gapcomputer vision4Jun 30, 2026
Semantic SegmentationWHUOHS WD to WScomputer vision4Jun 30, 2026
Semantic SegmentationWHUOHS WS to WDcomputer vision4Jun 30, 2026