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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 SegmentationPASCAL VOC original 2012 (1/8 (183))computer vision19Feb 26, 2026
Semantic SegmentationPASCAL VOC original 2012 (1/16 (92))computer vision19Feb 26, 2026
Semantic SegmentationPotsdamcomputer vision19Apr 10, 2026
3D Semantic SegmentationScanNet online benchmark3d vision geometry19Feb 26, 2026
Open-vocabulary semantic segmentationPascal Context-459 (test)computer vision19Feb 26, 2026
Semantic SegmentationCityscapes 1.0 (val 1/2 split)computer vision19Mar 24, 2026
Semantic SegmentationPascal VOC 366 labelscomputer vision19Feb 26, 2026
3D Semantic SegmentationS3DIS (B6/N6)3d vision geometry19Feb 27, 2026
3D Semantic SegmentationS3DIS (B8/N4)3d vision geometry19Feb 27, 2026
Semantic SegmentationWater-surface dataset (test)computer vision19Feb 26, 2026
Generalized Few-Shot Semantic SegmentationCOCO 20^i (test)computer vision19Feb 26, 2026
3D Semantic SegmentationScanNet3d vision geometry19Apr 8, 2026
Semantic SegmentationCityscapes 1/8 subset (val)computer vision19Feb 26, 2026
Semantic SegmentationCityscapes 1/2 partition protocol (val)computer vision19Feb 26, 2026
Semantic SegmentationDADA-seg 1.0 (test)computer vision19Feb 26, 2026
Semantic SegmentationDensePASS (val)computer vision19Feb 26, 2026
Event-based Semantic SegmentationDDD17 (test)computer vision19Feb 26, 2026
Semantic SegmentationPascal VOC 2012computer vision19Feb 26, 2026
Semantic SegmentationMapillary Vistas full (val)computer vision19Feb 26, 2026
Semantic SegmentationGTAV (val)computer vision19Feb 26, 2026
Semantic SegmentationCOCOcomputer vision19Feb 26, 2026
Semantic SegmentationWildDash bench (test)computer vision19Feb 26, 2026
3D Semantic SegmentationS3DIS (Area 5 test (Fold #1))3d vision geometry19Feb 26, 2026
Semantic SegmentationS3DIS (5th fold)computer vision19Feb 27, 2026
Weakly supervised semantic segmentationVOC 2012 (val)computer vision19Feb 26, 2026