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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 SegmentationGDD (test)computer vision4Feb 26, 2026
Semantic SegmentationEvent Segmentation dataset (test)computer vision4Feb 26, 2026
Semantic SegmentationCOCO-Stuff 2017 (full)computer vision4Feb 26, 2026
RGB-T Semantic SegmentationMFNetcomputer visionmultimodal4Feb 26, 2026
Weakly Supervised Semantic SegmentationMS COCO 2014 (train)computer vision4Feb 26, 2026
Video Semantic SegmentationCamVid (val)computer vision4Feb 26, 2026
Semantic SegmentationSYNTHIA to IDD 13 common classes (val)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to IDD 19 categories (val)computer vision4Feb 26, 2026
3D Semantic SegmentationScanNet open v2 (test)3d vision geometry4Feb 26, 2026
Semantic SegmentationDriving Scenes Datasetcomputer vision4Feb 26, 2026
Semantic SegmentationOpenEDS (test)computer vision4Feb 26, 2026
Semantic SegmentationCross-City Tokyocomputer vision4Feb 26, 2026
Semantic SegmentationCross-City (Rio)computer vision4Feb 26, 2026
Semantic SegmentationPASCAL VOC reduced 2012 (val)computer vision4Feb 26, 2026
Semantic SegmentationParis-Lille-3D (test)computer vision4Feb 26, 2026
Semantic SegmentationStanford-2D-3D-Semanticcomputer vision4Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision4Feb 26, 2026
Semantic SegmentationSYNTHIA (Fall to Winter)computer vision4Feb 26, 2026
Semantic SegmentationGatechcomputer vision4Feb 26, 2026
Semantic SegmentationM3ED Urban Day (test)computer vision4Feb 26, 2026
Semantic SegmentationRiceSEG (test)computer vision3Jul 9, 2026
Semantic SegmentationGeneric Segmentation COCO Cityscapescomputer vision3Jul 8, 2026
Semantic segmentationCityscapes (val)computer vision3Jul 1, 2026
Semantic segmentationCityscapes car category (val)computer vision3Jul 1, 2026
Few-Shot Video Semantic SegmentationMiniVSPWcomputer visionmultimodal3Jun 24, 2026