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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 SegmentationMSRS Clean (test)computer vision10Mar 17, 2026
3D Semantic SegmentationWaymo3d vision geometry10Jun 19, 2026
3D Semantic SegmentationScanNet 200 70 classes3d vision geometry10Mar 5, 2026
3D Semantic SegmentationScanNet 19 classes3d vision geometry10Mar 5, 2026
Semantic SegmentationISPRScomputer vision10Mar 4, 2026
Semantic SegmentationISPRS (test)computer vision10Mar 4, 2026
Semantic SegmentationIncreasing Stormcomputer vision10Mar 4, 2026
Semantic SegmentationOptical and Multispectral Segmentation Summarycomputer vision10Feb 26, 2026
Semantic SegmentationGEO-Bench SA-ccomputer vision10Feb 26, 2026
Semantic SegmentationBCSS (author split)computer vision10Feb 26, 2026
Semantic SegmentationLyNSeC 2 (Random split)computer vision10Feb 26, 2026
Semantic SegmentationOCELOT Tissue (Random split)computer vision10Feb 26, 2026
Open-Vocabulary Semantic SegmentationOverall Average 9 datasetscomputer vision10Apr 10, 2026
Semantic SegmentationCityscapes (val)computer vision10Feb 26, 2026
Semantic SegmentationPlantSegcomputer vision10Feb 26, 2026
Semantic SegmentationGeo-Benchcomputer vision10Feb 26, 2026
Semantic SegmentationGermany 32 (test)computer vision10Feb 26, 2026
Semantic SegmentationPASTIS 11 (test)computer vision10Feb 26, 2026
Semantic SegmentationMatterport3D 4computer vision10Feb 26, 2026
Semantic SegmentationPASTIS-R (test)computer vision10Feb 26, 2026
Semantic SegmentationPASTIS-R (val)computer vision10Feb 26, 2026
Socio-semantic segmentationSocioSeg OOD (New Region)computer vision10Feb 26, 2026
Socio-semantic SegmentationSocioSeg (test)computer vision10Feb 26, 2026
Semantic SegmentationStanford2D3D official (Fold 1)computer vision10Feb 26, 2026
Semantic SegmentationLandCover datasetcomputer vision10Feb 26, 2026