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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 SegmentationMixed Surveillance Domain λ1=1/2, λ2=0, λ3=1/2, λ4=0computer vision7Mar 25, 2026
Semantic SegmentationMixed Surveillance Domain (λ1=1/2, λ2=1/2, λ3=0, λ4=0)computer vision7Mar 25, 2026
Semantic SegmentationMixed Surveillance Domain (λ1=0, λ2=0, λ3=0, λ4=1)computer vision7Mar 25, 2026
Semantic SegmentationMixed Surveillance Domain λ1=0, λ2=0, λ3=1, λ4=0computer vision7Mar 25, 2026
Semantic SegmentationMixed Surveillance Domain λ1=0, λ2=1, λ3=0, λ4=0computer vision7Mar 25, 2026
Semantic SegmentationMixed Surveillance Domain λ1=1, λ2=0, λ3=0, λ4=0computer vision7Mar 25, 2026
Semantic SegmentationCelebAMask-HQcomputer vision7Apr 10, 2026
Semantic SegmentationM3M-CRcomputer vision7Mar 24, 2026
Semantic SegmentationDeepGlobeRoadscomputer vision7Mar 20, 2026
Semantic SegmentationCrack500computer vision7Mar 20, 2026
Semantic SegmentationnuScenes 5% labels (val)computer vision7Mar 20, 2026
Semantic SegmentationnuScenes 1% labels (val)computer vision7Mar 20, 2026
Semantic SegmentationRohingya Refugee Camps sheltercomputer vision7Mar 19, 2026
Tooth Semantic Segmentation3DTeethSeg Challenge 2022 (official leaderboard)computer vision3d vision geometry7Mar 18, 2026
3D Tooth Semantic SegmentationTeethWild (full dataset)3d vision geometrycomputer vision7Mar 18, 2026
3D Tooth Semantic SegmentationTeeth3DS (patient-based splits)3d vision geometrycomputer vision7Mar 18, 2026
Continual Semantic SegmentationPASCAL VOC 2-2 (10 tasks) 2012computer vision7Mar 17, 2026
Continual Semantic SegmentationPASCAL VOC 2-1 19 tasks 2012computer vision7Mar 17, 2026
Continual Semantic SegmentationPASCAL VOC 1-1 2012computer vision7Mar 17, 2026
Semantic SegmentationECSSD (test)computer vision7Mar 13, 2026
Semantic SegmentationGLH dataset (test)computer vision7Mar 10, 2026
Semantic SegmentationGVLM 1.0 (test)computer vision7Mar 10, 2026
Semantic SegmentationCityscapescomputer vision7Mar 10, 2026
Semantic SegmentationHCMSSD–Paris (val)computer vision7Mar 6, 2026
3D Open-set Semantic SegmentationScanNet 8 scenes3d vision geometrycomputer vision7Mar 5, 2026