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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
Unsupervised Semantic SegmentationCOCO-80computer vision2Feb 26, 2026
Semantic SegmentationCOCO-Stuff (All partition)computer vision2Feb 26, 2026
Semantic SegmentationCOCO-Stuff Things partitioncomputer vision2Feb 26, 2026
Interactive Semantic SegmentationMapillary Vistacomputer vision2Feb 26, 2026
Interactive Semantic SegmentationCityscapescomputer vision2Feb 26, 2026
Interactive Semantic SegmentationSBDcomputer vision2Feb 26, 2026
Semantic SegmentationMVSEC APS outdoor_day2 (test)computer vision2Feb 26, 2026
Semantic SegmentationMVSEC Events outdoor_day2 (test)computer vision2Feb 26, 2026
Semantic SegmentationCityscapes 1 2 labels (val)computer vision2Feb 26, 2026
Semantic SegmentationPASCAL VOC 5i (Folds 0-3)computer vision2Feb 26, 2026
Semantic SegmentationDensePose 2014 (minival)computer vision2Feb 26, 2026
Semantic SegmentationDroneDeploy (val)computer vision2Feb 26, 2026
Semantic SegmentationBDD Day (test)computer vision2Feb 26, 2026
Semantic SegmentationPascal VOC 2011 (val)computer vision2Feb 26, 2026
Semantic SegmentationCucumber field (test)computer vision1Jul 9, 2026
Semantic SegmentationVineyard RGB (test)computer vision1Jul 9, 2026
Semantic SegmentationPlantVillage (test)computer vision1Jul 9, 2026
Semantic SegmentationATLDS (test)computer vision1Jul 9, 2026
Semantic SegmentationSyntheticcomputer vision1Jun 4, 2026
Semantic SegmentationPASTIS Labeled crop pixels only (April-September)computer vision1Jun 2, 2026
Semantic SegmentationDACIA5 Labeled crop pixels only (April-September)computer vision1Jun 2, 2026
Semantic SegmentationDACIA5 All valid pixels (April-September)computer vision1Jun 2, 2026
Semantic SegmentationEuroCrops BE_WAL 2021 (unseen Belgian)computer vision1Jun 2, 2026
Semantic SegmentationEuroCrops BE_VLG 2021 (unseen Belgian subsets)computer vision1Jun 2, 2026
Semantic SegmentationISIC Skin Lesion 2017computer vision1May 11, 2026