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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 SegmentationPolypgen OOD (test)computer vision4Feb 26, 2026
Semantic SegmentationADE20K 1.0 (val)computer vision4Feb 26, 2026
Unsupervised Domain Adaptation for Semantic SegmentationSynthia-to-ACDC (val)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision4Feb 26, 2026
Few-shot Semantic SegmentationCOCO-20^2computer vision4Feb 26, 2026
Few-shot Semantic SegmentationPASCAL-5^2computer vision4Feb 26, 2026
Semantic SegmentationKITTI360 Unseen region (test)computer vision4Feb 26, 2026
Semantic SegmentationKITTI360 Seen region (test)computer vision4Feb 26, 2026
Sound Prompted Semantic SegmentationADE20K (evaluation)computer visionspeech audio4Feb 26, 2026
Speech Prompted Semantic SegmentationADE20K (Evaluation)speech audiocomputer vision4Feb 26, 2026
Text-level Semantic SegmentationCC3M (subset)computer visionnlp4Feb 26, 2026
BEV semantic segmentationOPV2V enhanced (test)computer vision3d vision geometry4Feb 26, 2026
Semantic SegmentationGTA5 to ACDC-Snow Source2Snow (test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to ACDC-Rain (Source2Rain) (test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to ACDC-Night (Source2Night) (test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to ACDC-Fog Source2Fog (test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to Cityscapes (Source2CS)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes to Adverse Driving Scenarios ACDC and Custom (test val)computer vision4Feb 26, 2026
Semantic SegmentationYoutubeVIS (test)computer vision4Feb 26, 2026
Semantic SegmentationDukecomputer vision4Feb 26, 2026
Semantic SegmentationMultiple Sclerosiscomputer vision4Feb 26, 2026
Semantic SegmentationEarth Parsercomputer vision4Feb 26, 2026
Semantic SegmentationScanNet v2 (val)computer vision4Feb 26, 2026
Semantic SegmentationUrbanBIS Longhua-2computer vision4Feb 26, 2026
Semantic SegmentationUrbanBIS Longhua-1computer vision4Feb 26, 2026