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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 SegmentationDeepGlobe Target Dataset PASCAL VOC Sourcecomputer vision22May 15, 2026
Cross-Domain Few-Shot Semantic SegmentationFSS-1000 (Target), DeepGlobe (Source)computer vision22May 15, 2026
Cross-Domain Few-Shot Semantic SegmentationChest X-Ray (Target), DeepGlobe (Source)computer vision22May 15, 2026
Cross-Domain Few-Shot Semantic SegmentationISIC (Target), DeepGlobe (Source)computer vision22May 15, 2026
Cross-Domain Few-Shot Semantic SegmentationPASCAL VOC DeepGlobe Target Sourcecomputer vision22May 15, 2026
Semantic SegmentationCityscapes 18 (val)computer vision22Apr 14, 2026
Semantic SegmentationUAVid (val)computer vision22Jul 7, 2026
Semantic SegmentationGTAV to Cityscapes, BDD, Mapillary Synthetic-to-Real (test)computer vision22Mar 31, 2026
Hyperspectral Semantic SegmentationHyKo-VIS Original (C: 15) (test)computer vision22Mar 30, 2026
Semantic SegmentationPascal VOC (1/14 labeled split)computer vision22Mar 24, 2026
Semantic SegmentationPascal VOC 1/29 labeled (366 images)computer vision22Mar 24, 2026
Semantic SegmentationPascal VOC 1/58 labeled split (183 images)computer vision22Mar 24, 2026
Semantic SegmentationPascal VOC 1/115 labeled split (92 images)computer vision22Mar 24, 2026
Semantic SegmentationPASTIS (test)computer vision22May 21, 2026
Semantic SegmentationBCSS-WSSS (test)computer vision22Feb 26, 2026
Semantic SegmentationPASCAL VOC PAS-20computer vision22Feb 26, 2026
Unsupervised open-vocabulary semantic segmentationPascal Context (val)computer vision22Feb 26, 2026
Open-vocabulary semantic segmentationADE20K 150 (test)computer vision22Feb 26, 2026
Semantic SegmentationMapillary Vistascomputer vision22Feb 26, 2026
Semantic SegmentationCityscapes fine annotations 1/2 (1488 labels)computer vision22Feb 26, 2026
Semantic SegmentationMatterport3D (val)computer vision22Apr 14, 2026
Generalized Few-shot Semantic SegmentationPASCAL-5 i (val)computer vision22Feb 26, 2026
Semantic SegmentationScanNet200 (test)computer vision22Apr 23, 2026
Semantic SegmentationCityscapes (test/val)computer vision22Jun 2, 2026
Semantic SegmentationADE20K 2017 (val)computer vision22Feb 26, 2026