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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 SegmentationMakokocomputer vision23Feb 26, 2026
Semantic SegmentationN. Nairobicomputer vision23Feb 26, 2026
Semantic SegmentationEl Geneinacomputer vision23Feb 26, 2026
Semantic SegmentationEl Daeincomputer vision23Feb 26, 2026
Semantic SegmentationPascal VOC 1 2 labeled 2012 (train)computer vision23Feb 26, 2026
Semantic SegmentationPascal VOC 1/4 labeled 2012 (train)computer vision23Feb 26, 2026
Semantic SegmentationPascal VOC 1/8 labeled 2012 (train)computer vision23Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision23Feb 26, 2026
Semantic SegmentationCOCO-Object with background class (val)computer vision23Feb 26, 2026
3D Point Cloud Semantic SegmentationSemanticSTF SemanticKITTI (val)3d vision geometry23Feb 26, 2026
Semantic SegmentationVOC 2012computer vision23Feb 26, 2026
Semantic SegmentationSYNTHIA to Cityscapes 16 and 13 categories (val)computer vision23Feb 26, 2026
Semantic SegmentationCOCO 20^i (cross-validation)computer vision23Feb 26, 2026
Semantic SegmentationPascal-VOC Disjoint 19-1 2012computer vision23Feb 26, 2026
Semantic SegmentationSUN-RGBD 53 (test)computer vision23Feb 26, 2026
Semantic SegmentationCholecSeg8K (test)computer vision23Jul 7, 2026
Few-Shot Semantic SegmentationCD-FSS Average 5-shotcomputer vision22May 20, 2026
Few-Shot Semantic SegmentationChest X-ray 5-shotcomputer vision22May 20, 2026
Few-Shot Semantic SegmentationChest X-ray 1-shotcomputer vision22May 20, 2026
Few-Shot Semantic SegmentationISIC 1-shot 2018computer vision22May 20, 2026
Few-Shot Semantic SegmentationDeepGlobe 5-shotcomputer vision22May 20, 2026
Few-Shot Semantic SegmentationDeepGlobe 1-shotcomputer vision22May 20, 2026
Semantic SegmentationFSS-1000 Target Dataset PASCAL VOC Sourcecomputer vision22May 15, 2026
Semantic SegmentationChest X-Ray Target Dataset PASCAL VOC Sourcecomputer vision22May 15, 2026
Semantic SegmentationISIC Target Dataset, PASCAL VOC Sourcecomputer vision22May 15, 2026