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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 SegmentationPangaea Extended (50% train)computer vision18Feb 26, 2026
Semantic SegmentationMexilhão (val)computer vision18Feb 26, 2026
Semantic SegmentationMexilhão (train)computer vision18Feb 26, 2026
Semantic SegmentationPANGAEA (val)computer vision18Feb 26, 2026
Semantic SegmentationPC60computer vision18Apr 15, 2026
Semantic SegmentationCityscapes (val)computer vision18Feb 26, 2026
Outdoor Semantic SegmentationWaymo (val)computer vision18Apr 14, 2026
Semantic SegmentationReplica (novel views)computer vision18Jun 9, 2026
Semantic SegmentationEndoVis 17computer vision18Feb 26, 2026
Semantic SegmentationPascal Context PC-59 (test)computer vision18Feb 26, 2026
Semantic SegmentationUDS merged (test)computer vision18Feb 26, 2026
Semantic SegmentationMSeg (test)computer vision18Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision18Feb 26, 2026
Semantic SegmentationPASCAL VOC20 without background classcomputer vision18Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision18Feb 26, 2026
Semantic SegmentationBDD (test)computer vision18Mar 31, 2026
Semantic SegmentationMFNet 1.0 (test)computer vision18Feb 26, 2026
Semantic SegmentationCityscapes 1/4 subset (val)computer vision18Feb 26, 2026
Semantic SegmentationStanford2D3D Pinhole (fold-1)computer vision18Feb 26, 2026
Semantic SegmentationCamVid 12 classes (test)computer vision18Feb 26, 2026
Semantic SegmentationCamVid 12 classes (val)computer vision18Feb 26, 2026
Semantic SegmentationVOC 1/16 labeled train 2012 (val)computer vision18Feb 26, 2026
Semantic SegmentationVOC 1/8 labeled 2012 (val)computer vision18Feb 26, 2026
Semantic SegmentationVOC 1/4 labeled 2012 (val)computer vision18Feb 26, 2026
Photo to label translationCityscapescomputer visionnlp18Feb 26, 2026