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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 SegmentationReplica synthetic (test)computer vision9Feb 26, 2026
One-shot semantic segmentationCOCO-20i (novel)computer vision9Feb 26, 2026
Semantic SegmentationFoggy Cityscapes (val)computer vision9Feb 26, 2026
Semantic SegmentationImageNet Segmentation 21 (test)computer vision9Feb 26, 2026
Semantic SegmentationWildDash 2 (val)computer vision9Feb 26, 2026
Semantic SegmentationCelebAMask-HQ (test)computer vision9Feb 26, 2026
Semantic SegmentationCityscapes 1/8 split 1.0 (val)computer vision9Feb 26, 2026
RGB-T video semantic segmentationMVSegcomputer visionmultimodal9Feb 26, 2026
3D Semantic SegmentationScribbleKITTI (val)3d vision geometry9Feb 26, 2026
Semantic SegmentationScribbleKITTI (leaderboard)computer vision9Feb 26, 2026
Continual Semantic SegmentationPascal VOC 10-1 setting 2012 (test)computer vision9Feb 26, 2026
Semantic SegmentationReal-world Target Mean BM mean (test)computer vision9Feb 26, 2026
Semantic SegmentationKITTI D (test)computer vision9Feb 26, 2026
Semantic SegmentationSYNTHIA D_dev^SYN (dev)computer vision9Feb 26, 2026
Semantic SegmentationMFNet (test)computer vision9Feb 26, 2026
Semantic SegmentationSensat Urbancomputer vision9Feb 26, 2026
Semantic SegmentationCOCO 20^2 (val)computer vision9Feb 26, 2026
3D Semantic SegmentationMatterport3D 4 (test)3d vision geometry9Feb 26, 2026
Open Vocabulary Semantic SegmentationADE20K COCO-trained (val)computer vision9Feb 26, 2026
Unsupervised Semantic SegmentationCOCO (val)computer vision9Feb 26, 2026
Semantic SegmentationSensatUrban (test)computer vision9Feb 26, 2026
2-way Few-shot Semantic SegmentationPASCAL-5^i SBD augmented (cross-validation)computer vision9Feb 26, 2026
Semantic SegmentationADE20K 100-10 setting 150 classes (val)computer vision9Feb 26, 2026
Semantic SegmentationADE20K 100-50 setting 150 classes (val)computer vision9Feb 26, 2026
Semantic SegmentationCityscapes source domain (train)computer vision9Feb 26, 2026