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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 SegmentationUrbanBIS Yuehai-Campuscomputer vision4Feb 26, 2026
Semantic SegmentationUrbanBIS Yingrenshicomputer vision4Feb 26, 2026
Semantic SegmentationDIVA-HisDB CB55 (test)computer vision4Feb 26, 2026
3D Semantic SegmentationScanNet2003d vision geometry4Feb 26, 2026
Semantic SegmentationADE20K closedcomputer vision4Feb 26, 2026
Semantic SegmentationADE20K Standard Shift (val)computer vision4Feb 26, 2026
Semantic SegmentationADE20K Circular Shift (val)computer vision4Feb 26, 2026
Open-vocabulary Semantic SegmentationMip-NeRF360 (novel views)computer vision4Feb 26, 2026
Few-Shot Semantic SegmentationMiniCOCO-20^i (test)computer vision4Feb 26, 2026
Unsupervised Semantic SegmentationCOCO-81computer vision4Feb 26, 2026
Semantic SegmentationSemanticKITTI (leaderboard)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision4Feb 26, 2026
Semantic SegmentationKITTI nuScenes to KITTI 11 classes (val)computer vision4Feb 26, 2026
Semantic SegmentationKITTI A2D2 to KITTI 10 classes (val)computer vision4Feb 26, 2026
Semantic SegmentationNightCity+computer vision4Feb 26, 2026
Semantic SegmentationNightCity+ (test)computer vision4Feb 26, 2026
Semantic SegmentationLiTS 1 classcomputer vision4Feb 26, 2026
Semantic SegmentationScanNet v2 (train)computer vision4Feb 26, 2026
Semantic SegmentationDark Zurich 35 (val)computer vision4Feb 26, 2026
Semantic SegmentationACDC 34 (val)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes halfcomputer vision4Feb 26, 2026
Semantic SegmentationCityscapes 8 classes (test)computer vision4Feb 26, 2026
Semantic SegmentationDeepFashion-MM 10 classes (test)computer vision4Feb 26, 2026
Semantic SegmentationDeepFashion-MM 8 classes (test)computer vision4Feb 26, 2026
Semantic SegmentationCelebAMask-HQ 19 classescomputer vision4Feb 26, 2026