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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
Open-Vocabulary Semantic SegmentationVOC 21computer vision9Apr 10, 2026
Semantic SegmentationTrans10kcomputer vision9Apr 6, 2026
Semantic SegmentationSynapsecomputer vision9Apr 6, 2026
Semantic SegmentationM-Buildingcomputer vision9Apr 6, 2026
Semantic SegmentationWORD (test)computer vision9Mar 31, 2026
Semantic SegmentationPASCAL VOC 15 (test)computer vision9Mar 30, 2026
Semantic SegmentationNYU Sequence 3 shuffled v2 (test)computer vision9Mar 30, 2026
Semantic SegmentationNYU Sequence 2 v2 shuffled (test)computer vision9Mar 30, 2026
Semantic SegmentationTaskonomycomputer vision9Mar 30, 2026
Semantic SegmentationAverage across 8 datasets (val)computer vision9Mar 24, 2026
Semantic SegmentationCityscapes without background (val)computer vision9Mar 24, 2026
Semantic SegmentationCOCO-Stuff without background (val)computer vision9Mar 24, 2026
Semantic SegmentationPascal Context 59 without background (val)computer vision9Mar 24, 2026
Semantic SegmentationPascal VOC without background 20 (val)computer vision9Mar 24, 2026
Semantic SegmentationCOCO-Object with background (val)computer vision9Mar 24, 2026
Semantic SegmentationPascal VOC with background V21 (val)computer vision9Mar 24, 2026
Open-vocabulary semantic segmentationPC-59 (test)computer vision9Mar 24, 2026
Open-vocabulary semantic segmentationA-150 (test)computer vision9Mar 24, 2026
Open-vocabulary semantic segmentationA-847 (test)computer vision9Mar 24, 2026
Semantic SegmentationTopoMortarcomputer vision9Mar 20, 2026
Semantic SegmentationICs 8-14 (Out-of-distribution)computer vision9Mar 18, 2026
Semantic SegmentationWHU-OHS Cross-Regionalcomputer vision9Mar 17, 2026
BEV Semantic SegmentationnuScenes unseen corruptionscomputer vision3d vision geometry9Mar 11, 2026
Semantic SegmentationGTA5 → Cityscapes (CS)computer vision9Mar 5, 2026
Semantic SegmentationScanNet (10 held-out scenes)computer vision9Mar 4, 2026