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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-S-27computer vision8Feb 26, 2026
Semantic SegmentationCityscapes 2012 (val)computer vision8Feb 26, 2026
Zero-shot Semantic SegmentationPascal-VOC unseen-10computer vision8Feb 26, 2026
Semantic SegmentationCityscapes lindau 40 (test)computer vision8Feb 26, 2026
Semantic SegmentationCityscapes 1/4 partition protocol (val)computer vision8Feb 26, 2026
Semantic SegmentationGTA5 to Cityscapes (C), IDD (I), and Mapillary (M) 19-class label mapping protocol (val)computer vision8Feb 26, 2026
Continual Semantic SegmentationPascal VOC 10-1 scenario Overlapped 2012 (val)computer vision8Feb 26, 2026
Continual Semantic SegmentationPascal VOC 10-1 scenario, Disjoint 2012 (val)computer vision8Feb 26, 2026
Continual Semantic SegmentationPascal VOC 15-1 scenario, Disjoint 2012 (val)computer vision8Feb 26, 2026
Semantic SegmentationSpaceNet (test)computer vision8Feb 26, 2026
Incremental Semantic SegmentationPascal VOC disjoint setup 2012 (VOC 15-1)computer vision8Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision8Feb 26, 2026
Semantic SegmentationCOCO-Stuff-3computer vision8Feb 26, 2026
Semantic SegmentationCOCO-20i 1-way 1-shotcomputer vision8Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision8Feb 26, 2026
Semantic SegmentationFoodSeg154 Asian food set 1.0 (test)computer vision8Feb 26, 2026
Semantic SegmentationCityscapes coarsecomputer vision8Feb 26, 2026
Semantic SegmentationDroneDeploy (test)computer vision8Feb 26, 2026
Semantic SegmentationPASCAL-5i 1-way 5-shot VOC 2012computer vision8Feb 26, 2026
Semantic SegmentationBIG 1.0 (val test)computer vision8Feb 26, 2026
Semantic SegmentationPASCAL VOC 2012 relabeled (val)computer vision8Feb 26, 2026
Video Semantic SegmentationNYUDepthcomputer vision8Feb 26, 2026
Semantic Segmentation Boundary AlignmentCityscapes (val)computer vision8Feb 26, 2026
3D Semantic SegmentationRueMonge Varcity TASK3 20143d vision geometry8Feb 26, 2026
Semantic SegmentationCityscapes 12 (val test)computer vision8Feb 26, 2026