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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 blender 1/8 partition 2012 (val)computer vision20Feb 26, 2026
Few-shot Semantic SegmentationCOCO 20 i (cross-val)computer vision20Feb 26, 2026
3D Semantic SegmentationScanNet B10/N93d vision geometry20Feb 27, 2026
3D Semantic SegmentationScanNet B12 N73d vision geometry20Feb 27, 2026
Semantic SegmentationDALES (test)computer vision20Mar 25, 2026
Semantic SegmentationDeepGlobe (test)computer vision20Feb 27, 2026
Semantic SegmentationCityscapes without background classcomputer vision20Feb 26, 2026
Semantic SegmentationDeLiVERcomputer vision20Feb 26, 2026
Semantic SegmentationADE20K 15 (val)computer vision20Feb 26, 2026
Unsupervised Semantic SegmentationCOCOcomputer vision20Feb 26, 2026
Semantic SegmentationSemanticKITTI multiple scans (test)computer vision20Feb 26, 2026
Semantic SegmentationDSEC-Semanticcomputer vision20Mar 5, 2026
Semantic SegmentationNPM3Dcomputer vision20Feb 26, 2026
Semantic SegmentationPascal-VOC (Unseen)computer vision20Feb 26, 2026
Semantic SegmentationMapillary Vistas 7 classes (val)computer vision20Feb 26, 2026
Semantic SegmentationSpaceNet v1computer vision20Feb 26, 2026
Semantic segmentationS3DIS (val)computer vision20Feb 26, 2026
Semantic SegmentationRoadSeg Mnih (test)computer vision19Jul 3, 2026
Semantic SegmentationACDC Round 3computer vision19May 19, 2026
Semantic SegmentationACDC Round 2computer vision19May 19, 2026
Open-Vocabulary Semantic SegmentationPascal Context PC60 with backgroundcomputer vision19May 13, 2026
Semantic SegmentationBCSS datasetcomputer vision19Apr 28, 2026
Semantic SegmentationRINGS datasetcomputer vision19Apr 28, 2026
Semantic SegmentationCOCO-S without backgroundcomputer vision19Apr 23, 2026
Open-vocabulary semantic segmentationADE20K (val)computer vision19Jul 7, 2026