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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 SegmentationCOCO-Stuff-3 (val)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision7Feb 26, 2026
Semantic SegmentationSUNcomputer vision7Feb 26, 2026
Semantic SegmentationStanford2D3D sphere rank 7 256x512 (test)computer vision7Feb 26, 2026
Semantic SegmentationSemanticKITTI (val)computer vision7Feb 26, 2026
Semantic SegmentationCardiac (test)computer vision7Feb 26, 2026
Semantic SegmentationThyroid (test)computer vision7Feb 26, 2026
Semantic SegmentationCarotid (test)computer vision7Feb 26, 2026
3D Incremental Semantic SegmentationS3DIS3d vision geometrycomputer vision7Feb 26, 2026
Semantic SegmentationACDC Allcomputer vision7Feb 26, 2026
Semantic SegmentationPascal VOC 6 steps overlapped 5-3 (test)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes CS13computer vision7Feb 26, 2026
Audio-Visual Semantic SegmentationAVS-Semanticmultimodalspeech audio+17Feb 26, 2026
Semantic SegmentationFFHQ-34 (test)computer vision7Feb 26, 2026
Semantic SegmentationSegmentation Datasetcomputer vision7Apr 13, 2026
Semantic SegmentationBedroom datasetcomputer vision7Feb 26, 2026
Semantic SegmentationDyna.-S2 (test)computer vision7Feb 26, 2026
Semantic SegmentationFantastic Beastscomputer vision7Feb 26, 2026
Semantic SegmentationMapillary MAP (test)computer vision7Feb 26, 2026
Semantic SegmentationPascal VOC-21 (test)computer vision7Feb 26, 2026
Semantic SegmentationVOC 20 (val)computer vision7Feb 26, 2026
Semantic SegmentationPASCAL VOC original high-quality 2012 (Full)computer vision7Feb 26, 2026
Semantic SegmentationPASCAL VOC original high-quality 2012 (1/2)computer vision7Feb 26, 2026
Semantic SegmentationPASCAL VOC original high-quality 2012 (1/4)computer vision7Feb 26, 2026
Semantic SegmentationPASCAL VOC original high-quality 2012 (1/8)computer vision7Feb 26, 2026