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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 SegmentationVaihingen (val)computer vision17Feb 26, 2026
Semantic SegmentationKITTIcomputer vision17Feb 26, 2026
LiDAR Semantic SegmentationFLARE (test)computer vision3d vision geometry16Jul 7, 2026
Semantic SegmentationADE20Kcomputer vision16Jul 7, 2026
Semantic SegmentationScanNet target views v2 (test)computer vision16Jul 3, 2026
Semantic SegmentationScanNet source views v2 (test)computer vision16Jul 3, 2026
Semantic SegmentationOctoSense day (test)computer vision16Jun 26, 2026
Semantic SegmentationPANGAEA Evaluation protocolcomputer vision16Jun 19, 2026
Semantic SegmentationPascal VOC 2012computer vision16Jun 16, 2026
Semantic SegmentationPASCAL VOC 2012 (trainaug)computer vision16Jun 12, 2026
Semantic SegmentationPANGAEA Aggregatecomputer vision16May 28, 2026
Semantic SegmentationCropTypeSScomputer vision16May 28, 2026
Semantic SegmentationBurnSrcomputer vision16May 28, 2026
Semantic SegmentationFBPcomputer vision16May 15, 2026
Semantic SegmentationPotsdamcomputer vision16May 15, 2026
Multi-temporal Semantic Segmentation (Crop Type)Crop Type Mappingcomputer vision16Apr 23, 2026
Semantic SegmentationPascal Context, Pascal VOC, Pascal Stuff, ADE20K, and Cityscapes Average (val)computer vision16Apr 13, 2026
3D Semantic SegmentationScanNet++ (val)3d vision geometry16Apr 7, 2026
Annotation-free closed-set semantic segmentationnuScenes (val)computer vision16Apr 3, 2026
Generalized Few-Shot Semantic SegmentationCOCO 20icomputer vision16Mar 31, 2026
Targeted Semantic Segmentation AttackCityscapescomputer visionadversarial safety security16Mar 27, 2026
Semantic SegmentationHNC Tumorcomputer vision16Mar 25, 2026
Semantic SegmentationAbdomenCT-1Kcomputer vision16Mar 25, 2026
Semantic SegmentationMSD Task01computer vision16Mar 25, 2026
Semantic SegmentationOpenEarthMap (Cross-Continent)computer vision16Mar 17, 2026