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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
Generalized Few-Shot Semantic SegmentationPASCAL VOC (Fold 3)computer vision4Feb 26, 2026
Generalized Few-Shot Semantic SegmentationPASCAL VOC (Fold 2)computer vision4Feb 26, 2026
Generalized Few-Shot Semantic SegmentationPASCAL VOC (Fold 1)computer vision4Feb 26, 2026
Generalized Few-Shot Semantic SegmentationPASCAL VOC (Fold 0)computer vision4Feb 26, 2026
Generalized Few-Shot Semantic SegmentationMS COCO 2014 (cross-validation)computer vision4Feb 26, 2026
Semantic SegmentationADE20K 150 (val)computer vision4Feb 26, 2026
Semantic SegmentationScanNet 41computer vision4Feb 26, 2026
Semantic SegmentationPascal-5icomputer vision4Feb 26, 2026
Vehicle Semantic SegmentationnuScenes visibility > 40% v1.0-trainval (val)computer vision4Feb 26, 2026
1-way Few-shot Semantic SegmentationCOCO-20i (split-B)computer vision4Feb 26, 2026
Unsupervised Semantic SegmentationCOCO Curated (test)computer vision4Feb 26, 2026
Semantic SegmentationDSEC-Semantic supervised settingcomputer vision4Feb 26, 2026
Semantic SegmentationHead Segmentation 6-classcomputer vision4Feb 26, 2026
Semantic SegmentationMulti-source Domain Generalization GTAV + SYNTHIA (test)computer vision4Feb 26, 2026
Unsupervised Semantic SegmentationCOCO-S-27 (curated)computer vision4Feb 26, 2026
Future Semantic SegmentationnuScenescomputer vision4Feb 26, 2026
2D Semantic SegmentationScanNet V2 (val)computer vision4Feb 26, 2026
Weakly Supervised Semantic SegmentationPASCAL VOC (val)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision4Feb 26, 2026
Semantic SegmentationNightCity (val)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to SYNTHIA val (test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to Mapillary (val test)computer vision4Feb 26, 2026
Semantic SegmentationGTA5 to BDD100K (val test)computer vision4Feb 26, 2026
Semantic SegmentationCityscapes 10 (test)computer vision4Feb 26, 2026
3D Semantic SegmentationNuscenes3d vision geometry4Feb 26, 2026