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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 SegmentationCaDIS t3 1.0 (val)computer vision6Feb 26, 2026
Semantic SegmentationCaDIS t2 1.0 (test)computer vision6Feb 26, 2026
Semantic SegmentationCaDIS t2 1.0 (val)computer vision6Feb 26, 2026
Semantic SegmentationCaDIS t1 1.0 (test)computer vision6Feb 26, 2026
Semantic SegmentationCaDIS t1 1.0 (val)computer vision6Feb 26, 2026
Semantic Segmentation4-chamber heart (4CH) ultrasound datasetcomputer vision6Feb 26, 2026
Semantic SegmentationSegMunich in-distribution (test)computer vision6Feb 26, 2026
Semantic SegmentationSTPLS3D to DALES (test)computer vision6Feb 26, 2026
Semantic SegmentationSTPLS3D to Toronto-3D (test)computer vision6Feb 26, 2026
LiDAR Semantic SegmentationISPRS Vaihingencomputer vision3d vision geometry6Feb 26, 2026
LiDAR Semantic SegmentationParis-Lille-3Dcomputer vision3d vision geometry6Feb 26, 2026
Semantic SegmentationMethaneAIR first cross-validated fold (test)computer vision6Feb 26, 2026
Semantic SegmentationWSI 40x (test)computer vision6Feb 26, 2026
Semantic SegmentationWSI 10x (test)computer vision6Feb 26, 2026
Semantic SegmentationSynthiaSF (test)computer vision6Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision6Feb 26, 2026
Semantic SegmentationHistopathology Non-Melanoma Skin Cancer Segmentation Dataset 10x magnification (test)computer vision6Feb 26, 2026
BEV semantic segmentationnuScenes 1 (val)computer vision3d vision geometry6Feb 26, 2026
Semantic SegmentationSPARCS Landsat-8computer vision6Feb 26, 2026
Open-vocabulary Semantic SegmentationScanNetcomputer vision6Feb 26, 2026
3D Semantic SegmentationInteriorGS 72 classes (test)3d vision geometry6Feb 26, 2026
Semantic SegmentationAVOID (test)computer vision6Feb 26, 2026
Semantic SegmentationDroneVehiclecomputer vision6Feb 26, 2026
Semantic SegmentationVGTSR 2.0computer vision6Feb 26, 2026
Video Semantic SegmentationOVIScomputer vision6Feb 26, 2026