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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 segmentationToronto-3Dcomputer vision33Apr 21, 2026
Semantic SegmentationCityscapes (val)computer vision33Feb 26, 2026
Semantic SegmentationINRIA Aerial Image Labeling (test)computer vision33Feb 27, 2026
Semantic SegmentationSemantic3D reduced-8 (test)computer vision33Feb 27, 2026
Semantic SegmentationRAW ADE20K (Over-exposure (OE))computer vision32May 11, 2026
Semantic SegmentationADE20K RAW Normal (NM)computer vision32May 11, 2026
Semantic SegmentationMean over 8 Remote Sensing Datasetscomputer vision32Apr 3, 2026
Semantic SegmentationPotsdamcomputer vision32Apr 3, 2026
Generalized Few-Shot Semantic SegmentationPASCAL-5icomputer vision32Jun 9, 2026
Semantic SegmentationCityscapes 500 images (val)computer vision32Mar 27, 2026
Semantic SegmentationISPRS Potsdamcomputer vision32May 19, 2026
Semantic SegmentationWHDLD (test)computer vision32Feb 26, 2026
Few-shot Semantic SegmentationISICcomputer vision32Feb 26, 2026
Semantic SegmentationScanNet++ (val)computer vision32Mar 4, 2026
LiDAR Semantic SegmentationPlace3D Adversecomputer vision3d vision geometry32Feb 26, 2026
Semantic SegmentationStanford2D3Dcomputer vision32Feb 26, 2026
Semantic SegmentationFSS-1000 1-shotcomputer vision32May 20, 2026
3D semantic segmentationS3DIS Area 5 (test)3d vision geometry32Feb 27, 2026
Semantic Segmentationblender PASCAL VOC 2012 (val)computer vision32Feb 26, 2026
Semantic SegmentationPascal VOC PseudoSeg setting (1.4k images) (val)computer vision32Feb 26, 2026
Continual Semantic SegmentationPascal-VOC 15-1 scenario 2012computer vision32Feb 26, 2026
3D Semantic SegmentationMatterport3D (test)3d vision geometry32Mar 30, 2026
Semantic SegmentationPascal Blended 1/4 augmented (train)computer vision32Feb 26, 2026
Semantic SegmentationPascal Blended augmented (1/8 train)computer vision32Feb 26, 2026
Semantic SegmentationOVRSISBench V2computer vision31Apr 20, 2026