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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 SegmentationPascal VOC Image Tags 2012 (test)computer vision6Feb 26, 2026
Semantic SegmentationStreet View Dataset (test)computer vision6Feb 26, 2026
Semantic SegmentationPartNet fine-grained (Level-3) (test)computer vision6Feb 26, 2026
Semantic SegmentationSemanticPOSScomputer vision6Feb 26, 2026
Semantic SegmentationOxford RobotCar cross-city (test)computer vision6Feb 26, 2026
Semantic SegmentationCITYSCAPES 1/4 labeled samples 744 labels (val)computer vision6Feb 26, 2026
Part Semantic SegmentationPascal-Part 108 (test)computer vision6Feb 26, 2026
Part Semantic SegmentationPascal-Part-58 (test)computer vision6Feb 26, 2026
Semantic SegmentationSemanticKITTI (Sequence 08)computer vision6Feb 26, 2026
Semantic SegmentationADE20K 100-10 scenariocomputer vision6Feb 26, 2026
Semantic SegmentationADE20K 100-50 scenariocomputer vision6Feb 26, 2026
Semantic SegmentationBrain Tumorcomputer vision6Feb 26, 2026
Semantic SegmentationNucleicomputer vision6Feb 26, 2026
Semantic SegmentationCellcomputer vision6Feb 26, 2026
Semantic SegmentationEMcomputer vision6Feb 26, 2026
Semantic SegmentationCamVid 14 (test)computer vision6Feb 26, 2026
Semantic SegmentationSemantic3D reduced-8 challenge (Fold 5)computer vision6Feb 26, 2026
Video Semantic SegmentationCamVid (test)computer vision6Feb 26, 2026
Semantic LabellingPascal VOC 2012 + COCO (test)computer vision6Feb 26, 2026
Semantic SegmentationNYUDepth 13-Class v2computer vision6Feb 26, 2026
Semantic SegmentationScanNet scenes (val)computer vision6Feb 26, 2026
Multimodal Semantic SegmentationDeLiVERmultimodalcomputer vision6Feb 26, 2026
Semantic SegmentationKITTI-360 39 (test)computer vision6Feb 26, 2026
Semantic SegmentationCityscapes to ACDC (Snow)computer vision5Jul 9, 2026
3D Semantic SegmentationScanNet++ 100-class benchmark 513d vision geometry5Jul 7, 2026