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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 SegmentationPascal VOC Classic 2012 (1/8)computer vision7Feb 26, 2026
Semantic SegmentationPascal VOC Classic 2012 (1/16)computer vision7Feb 26, 2026
Semantic SegmentationnuScenes 1computer vision6Jul 7, 2026
Semantic SegmentationCityscapes (10%)computer vision6Jul 1, 2026
Semantic SegmentationBDD100K (10%)computer vision6Jul 1, 2026
Semantic SegmentationHAM10000computer vision6Jun 30, 2026
3D semantic segmentationMip-NeRF360 sparse scenes3d vision geometry6Jun 30, 2026
Point Cloud Semantic SegmentationShapeNet (test)3d vision geometry6Jun 26, 2026
Semantic SegmentationSkyScapes Lane (official split)computer vision6Jun 25, 2026
Semantic Segmentationm-chesapeake GeoBench (test)computer vision6Jun 23, 2026
Semantic SegmentationAI4Farms Pangaea Benchmark S2 RGBNiR (val)computer vision6Jun 23, 2026
Semantic SegmentationBurnScar (HLS) Pangaea Benchmark (val)computer vision6Jun 23, 2026
Semantic SegmentationPASTIS-R S1+S2 Pangaea Benchmark (val)computer vision6Jun 23, 2026
Semantic SegmentationADE20Kcomputer vision6Jun 23, 2026
Semantic SegmentationMM-WHS CT to MRI adaptationcomputer vision6Jun 23, 2026
Semantic SegmentationH&Ncomputer vision6Jun 23, 2026
Semantic SegmentationATLAScomputer vision6Jun 23, 2026
Semantic SegmentationCMRSegcomputer vision6Jun 23, 2026
Weakly Supervised Semantic SegmentationLUAD-HistoSegcomputer vision6Jun 19, 2026
Semantic SegmentationSeismic Datasets Average across TGS, SEAM, F3, GBScomputer vision6Jun 16, 2026
Semantic SegmentationGBS (test)computer vision6Jun 16, 2026
Semantic SegmentationF3 (test)computer vision6Jun 16, 2026
Semantic SegmentationSEAM (test)computer vision6Jun 16, 2026
Semantic SegmentationTGS (test)computer vision6Jun 16, 2026
3D semantic segmentationScanNet200 open-vocabulary3d vision geometry6Jun 15, 2026