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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 SegmentationEnMAP EuCropscomputer vision11May 21, 2026
Semantic SegmentationEnMAP BNTDcomputer vision11May 21, 2026
Semantic SegmentationEnMAP BD-Foretcomputer vision11May 21, 2026
Semantic SegmentationEnMAP CDLcomputer vision11May 21, 2026
Semantic SegmentationBDD100K Segmentation (val)computer vision11May 19, 2026
Semantic SegmentationMSRS Infrared (test)computer vision11May 14, 2026
Open-vocabulary Semantic SegmentationAggregate VOC, Context, ADE, Cityscapes, COCO Stuffcomputer vision11May 12, 2026
Semantic SegmentationCelebAMask HQ (r = 100%)computer vision11May 11, 2026
Semantic SegmentationMultiSenGe 0.3 size (train)computer vision11May 4, 2026
Semantic SegmentationMultiSenGe 0.1 (train)computer vision11May 4, 2026
Semantic SegmentationVDD (test)computer vision11Apr 30, 2026
Semantic SegmentationUDD5 (test)computer vision11Apr 30, 2026
Semantic SegmentationiSAID (test)computer vision11Apr 30, 2026
Semantic SegmentationOpenEarthMap (test)computer vision11Apr 30, 2026
Semantic SegmentationNighttime Semantic Segmentation (test)computer vision11Apr 29, 2026
Image Semantic SegmentationTrafficScenecomputer vision11Apr 14, 2026
Semantic Segmentation (Scribble-supervised)PASCAL VOC 2012 (val)computer vision11Apr 14, 2026
Open-Vocabulary Semantic SegmentationContext59computer vision11Apr 10, 2026
Semantic SegmentationGTAV to {BDD, CS, MV} (test)computer vision11Apr 8, 2026
Semantic SegmentationUDD6 (val)computer vision11Apr 3, 2026
Semantic SegmentationUDD6 (test)computer vision11Apr 3, 2026
Semantic SegmentationCityscapescomputer vision11Mar 30, 2026
Open-vocabulary Semantic SegmentationScanNet Target View (40 unseen scenes)computer vision11May 25, 2026
Open-vocabulary Semantic SegmentationScanNet Source View (40 unseen scenes)computer vision11May 25, 2026
Semantic SegmentationCityscapes (1/8 labeled split)computer vision11Mar 24, 2026