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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 SegmentationMoonstone Mare (Downstream)computer vision5Jul 7, 2026
Semantic SegmentationMoonstone Craters (Downstream)computer vision5Jul 7, 2026
Semantic SegmentationADE20K 1/16 (1263)computer vision5Jul 7, 2026
Semantic SegmentationADE20K 1/32 (631)computer vision5Jul 7, 2026
3D Semantic SegmentationKITTI Odometry Open-Vocabulary 3D Segmentation Protocol3d vision geometry5Jul 7, 2026
Semantic SegmentationCVOGL-Seg Ground → Satellite (test)computer vision5Jun 30, 2026
Semantic SegmentationCVOGL-Seg Drone → Satellite (test)computer vision5Jun 30, 2026
Semantic SegmentationGTA5 (val)computer vision5Jun 29, 2026
Semantic SegmentationACDC Fog (val)computer vision5Jun 29, 2026
Semantic SegmentationACDC Rain (val)computer vision5Jun 29, 2026
Semantic SegmentationACDC Snow (val)computer vision5Jun 29, 2026
Semantic SegmentationSand-Fire (test)computer vision5Jun 29, 2026
Semantic SegmentationSkyScapes Densecomputer vision5Jun 25, 2026
Semantic SegmentationSpectralEarth EnMAP (test)computer vision5Jun 23, 2026
Semantic Segmentationm-NeonTree GeoBench (test)computer vision5Jun 23, 2026
Semantic SegmentationLandslideBenchcomputer vision5Jun 18, 2026
Semantic SegmentationUnseen-Class Medical Datasets BraTS M&Ms-2computer vision5Jun 16, 2026
Perturbation detection for semantic segmentationADE20K (val)computer visionadversarial safety security5Jun 9, 2026
Video Semantic SegmentationReal UAVid published (val)computer vision5Jun 9, 2026
Semantic SegmentationScanNet 2-views (novel views)computer vision5Jun 9, 2026
Semantic SegmentationReplica Context viewscomputer vision5Jun 9, 2026
Semantic SegmentationISPRS Potsdam custom three-class settingcomputer vision5Jun 5, 2026
Semantic SegmentationChengdu UHR (val)computer vision5Jun 5, 2026
Semantic SegmentationISPRS Potsdam custom binary settingcomputer vision5Jun 5, 2026
Multi-class Semantic SegmentationACDCcomputer vision5Jun 5, 2026