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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 SegmentationWHU-OPT-SARcomputer vision15Mar 24, 2026
Open-Vocabulary Semantic SegmentationA-847, PC-459, A-150, PC-59, PAS-20 Average Combined (val)computer vision15Mar 23, 2026
Semantic SegmentationADE20K (train)computer vision15Mar 17, 2026
Semantic SegmentationSAR One-Domain-Gap (All)computer vision15Mar 13, 2026
Semantic SegmentationSAR One-Domain-Gap (Unseen Complex Value)computer vision15Mar 13, 2026
Semantic SegmentationSAR One-Domain-Gap (Unseen Polarization)computer vision15Mar 13, 2026
Semantic SegmentationSAR One-Domain-Gap (Unseen Region)computer vision15Mar 13, 2026
3D Semantic SegmentationScanNet3d vision geometry15Mar 10, 2026
Semantic SegmentationBAWSeg 1.0 (within plot protocol on E2 and E8 from 2020 to 2023)computer vision15Mar 4, 2026
Semantic SegmentationREFUGE (test)computer vision15Feb 26, 2026
Semantic SegmentationS3DIScomputer vision15Feb 26, 2026
Semantic SegmentationV20computer vision15Feb 26, 2026
Semantic SegmentationC-Objcomputer vision15Feb 26, 2026
Semantic SegmentationArchaeoscapecomputer vision15Feb 26, 2026
Semantic SegmentationEarthMiss (test)computer vision15Feb 26, 2026
Semantic SegmentationStomataSeg 1.0 (test)computer vision15Feb 26, 2026
Semantic SegmentationScanNet++computer vision15Jun 15, 2026
Semantic SegmentationACDC v1 (test)computer vision15Feb 26, 2026
Semantic SegmentationFoggyCityscapes v1 (test)computer vision15Feb 26, 2026
Semantic SegmentationPASCAL Context PC60 (val)computer vision15Feb 26, 2026
Semantic SegmentationADE20K 100-10 (6)computer vision15Feb 26, 2026
Semantic SegmentationADE20K 70 (val)computer vision15Jul 2, 2026
3D Semantic SegmentationScanNet200 (test)3d vision geometry15Feb 26, 2026
Open-Vocabulary Semantic SegmentationADE-150computer vision15Apr 15, 2026
Semantic SegmentationGTA to UAVIDcomputer vision15Feb 26, 2026