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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 SegmentationCityscapes 16 classes (val)computer vision24Jun 2, 2026
Semantic SegmentationADE20k 512 x 512computer vision24Jun 4, 2026
Semantic SegmentationPASTIS-R (All labels)computer vision24Apr 14, 2026
Semantic SegmentationPASTIS-R (30% labels)computer vision24Apr 14, 2026
Semantic SegmentationPASTIS-R (1% labels)computer vision24Apr 14, 2026
Semantic SegmentationCityscapes (val)computer vision24Mar 31, 2026
Semantic SegmentationDSEC-Semantic v1 (test)computer vision24Mar 5, 2026
Semantic SegmentationDDD17-Seg v1 (test)computer vision24Mar 5, 2026
Semantic SegmentationPASTIScomputer vision24Mar 10, 2026
Semantic SegmentationDSECcomputer vision24Jun 2, 2026
Few-shot 3D Point Cloud Semantic SegmentationScanNet v23d vision geometrycomputer vision24Feb 26, 2026
3D point cloud semantic segmentationScanNet Mean Fold official3d vision geometry24Feb 26, 2026
Open Vocabulary Semantic SegmentationPASCAL VOC VOC20 without background 2012computer vision24Feb 26, 2026
Semantic SegmentationCOCO 20^icomputer vision24Mar 31, 2026
Unsupervised Semantic SegmentationCityscapes (val)computer vision24Feb 26, 2026
Semantic SegmentationPASCAL Context (with background class) (val)computer vision24Feb 26, 2026
Semantic SegmentationPASCAL VOC with background class (val)computer vision24Feb 26, 2026
3D Semantic SegmentationScanNet20 v2 (test)3d vision geometry24Feb 26, 2026
Semantic SegmentationACDC Snow (test)computer vision24Apr 3, 2026
Open-vocabulary semantic segmentationPascal Context-59 (test)computer vision24Feb 26, 2026
Semantic SegmentationBIG dataset (test)computer vision24Feb 26, 2026
Semantic SegmentationCOCO-Stuff 10Kcomputer vision24May 21, 2026
Semantic SegmentationSynth4D (val)computer vision24Feb 26, 2026
Semantic SegmentationCOCO-20i Fold-3computer vision24Feb 26, 2026
Semantic SegmentationCOCO-20i Fold-2computer vision24Feb 26, 2026