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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 SegmentationDAVIS (test)computer vision5Feb 26, 2026
Semantic SegmentationBDD100K to CityScapes (test)computer vision5Feb 26, 2026
Semantic SegmentationCOCO-Stuff partial classescomputer vision5Feb 26, 2026
Semantic SegmentationPASCAL Context 59 (partial classes)computer vision5Feb 26, 2026
Semantic SegmentationPASCAL VOC 20 partial classescomputer vision5Feb 26, 2026
Generalized Few-Shot Semantic SegmentationPASCAL VOCcomputer vision5Feb 26, 2026
Generalized Few-Shot Semantic SegmentationPASCAL VOC (train val)computer vision5Feb 26, 2026
Semantic SegmentationScanNet-20computer vision5Feb 26, 2026
Future Semantic SegmentationnuScenes (val)computer vision5Feb 26, 2026
Video Semantic SegmentationVSPW old codalab (test)computer vision5Feb 26, 2026
Semantic SegmentationOxford RobotCarcomputer vision5Feb 26, 2026
Semantic SegmentationTaskonomy RGB input (test)computer vision5Feb 26, 2026
Top-view semantic segmentationKITTI Odometrycomputer vision5Feb 26, 2026
Top-view semantic segmentationKITTI Rawcomputer vision5Feb 26, 2026
Semantic SegmentationPASCAL-Contextcomputer vision5Feb 26, 2026
Few-Shot Semantic SegmentationCOCO 5-way 1-shot 20 (folds 0-3)computer vision5Feb 26, 2026
Few-Shot Semantic SegmentationCOCO 2-way 1-shot 20 (folds 0-3)computer vision5Feb 26, 2026
Semantic SegmentationPartNet-Reasoning (test)computer vision5Feb 26, 2026
Nuclei Semantic SegmentationKIRC Source: TCIA (test)bio medicalcomputer vision5Feb 26, 2026
Nuclei Semantic SegmentationKIRC TNBC (test)bio medicalcomputer vision5Feb 26, 2026
Semantic SegmentationKITTI-STEP (val)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision5Feb 26, 2026
Semantic SegmentationCOCO-Stuff10K (val)computer vision5Feb 26, 2026
Semantic SegmentationHypersimcomputer vision5Feb 26, 2026
Semantic SegmentationEfficiency Analysiscomputer vision5Feb 26, 2026