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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 SegmentationPASCAL Context with background classcomputer vision14Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision14Feb 26, 2026
Semantic SegmentationCityscapes -> Dark Zurich (val)computer vision14Feb 26, 2026
Semantic SegmentationImageNet-S 1.0 (test)computer vision14Feb 26, 2026
Semantic SegmentationACDC night (val)computer vision14Jun 29, 2026
Semantic SegmentationCOCO-Stuff (unseen)computer vision14Feb 26, 2026
Semantic SegmentationFSS-1000computer vision14Mar 10, 2026
Semantic SegmentationBDD-Anomaly (test)computer vision14Feb 26, 2026
Semantic SegmentationStreetHazards (test)computer vision14Feb 26, 2026
Semantic SegmentationDigestPath 68 WSIs (val)computer vision14Feb 26, 2026
Semantic SegmentationSemantic8computer vision14Feb 26, 2026
Semantic SegmentationMFNet Dataset (test)computer vision14Feb 26, 2026
Semantic SegmentationNYUD v2 13-class (test)computer vision14Feb 26, 2026
Few-Shot Semantic SegmentationCOCO 20^i (test)computer vision14Feb 26, 2026
Semantic SegmentationMCubeS v1 (test)computer vision14Feb 26, 2026
Semantic SegmentationMTS12 S→Ncomputer vision13Jun 30, 2026
4D Semantic SegmentationSynthia 4D (test)computer vision3d vision geometry13Jun 24, 2026
Video Semantic SegmentationWaymocomputer vision13May 20, 2026
Standing dead tree semantic segmentationBoreal Forestcomputer vision13May 6, 2026
Semantic SegmentationOSM (0.3 train size)computer vision13May 4, 2026
Semantic SegmentationOSM 0.1 size (train)computer vision13May 4, 2026
Semantic SegmentationDW (0.3 train)computer vision13May 4, 2026
Semantic SegmentationDW 0.1 (train)computer vision13May 4, 2026
Semantic SegmentationIn-house retinal fluid dataset (SRF)computer vision13Apr 24, 2026
Semantic SegmentationIn-house retinal fluid dataset (IRF)computer vision13Apr 24, 2026