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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 SegmentationCOCO 1/128 925 labelscomputer vision30Feb 26, 2026
Semantic SegmentationCOCO 463 labels (1/256)computer vision30Feb 26, 2026
Semantic SegmentationCOCO 232 labels (1/512)computer vision30Feb 26, 2026
Semantic SegmentationPASCAL VOC Original (Full) 2012 (train)computer vision30Feb 26, 2026
Semantic SegmentationDELIVERcomputer vision30Mar 4, 2026
Incremental Semantic SegmentationPascal VOC disjoint setup 2012 (VOC 10-1)computer vision30Feb 26, 2026
Continual Semantic SegmentationPascal-VOC 15-5 scenario 2012computer vision30Feb 26, 2026
Semantic segmentationS3DIS 81 (test)computer vision30Feb 26, 2026
Semantic SegmentationMFNet daytime (test)computer vision30Feb 26, 2026
Semantic SegmentationELU datasetcomputer vision29Apr 28, 2026
Semantic SegmentationPascal VOC 2007 (test)computer vision29Feb 26, 2026
Semantic SegmentationADE20K-150 (test)computer vision29Feb 26, 2026
Semantic SegmentationBDDcomputer vision29May 8, 2026
Semantic SegmentationCityscapes (CS) 1024x512 (val)computer vision29Feb 26, 2026
Semantic SegmentationCOCO 1849 labels (1/64)computer vision29Feb 26, 2026
Semantic SegmentationDigestPath (test)computer vision29Feb 26, 2026
Semantic SegmentationPascal VOC 5-3 protocol 2012 (val)computer vision29Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision29Feb 26, 2026
Semantic SegmentationFSS-1000 5-shotcomputer vision29May 20, 2026
Semantic SegmentationPascal VOC 19-1 setting 2012 (val)computer vision29Feb 26, 2026
Semantic SegmentationCityscapes w/o coarsecomputer vision29Feb 26, 2026
Audio-Visual Semantic SegmentationAVSBench AVSS v1 (test)multimodalspeech audio+129Feb 26, 2026
Semantic SegmentationSBDcomputer vision28Jun 23, 2026
Open-vocabulary semantic segmentationPascal VOC 2012 V21computer vision28Jun 16, 2026
Semantic SegmentationMed JASCL-Disjoint Session 2: BCVcomputer vision28May 21, 2026