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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 SegmentationPotsdam 3 (test)computer vision18Feb 26, 2026
Semantic SegmentationSYNTHIA to Cityscapes 7 classes (val)computer vision18Feb 26, 2026
Semantic SegmentationISIC 2018 (test)computer vision18Feb 26, 2026
Semantic SegmentationSemantic3D reduced v1 (test)computer vision18Feb 26, 2026
Semantic SegmentationBarcelona (test)computer vision18Feb 26, 2026
Semantic SegmentationPascal VOC 1/4 labeled split 2012computer vision17Jul 7, 2026
Semantic SegmentationPascal VOC 1/8 labeled 2012computer vision17Jul 7, 2026
Semantic SegmentationPascal VOC 1/16 labeled 2012computer vision17Jul 7, 2026
Semantic SegmentationWHUOHS w/o domain gapcomputer vision17Jun 30, 2026
Semantic SegmentationMTS12 N→Scomputer vision17Jun 30, 2026
Semantic SegmentationCASIDcomputer vision17Jun 18, 2026
Semantic SegmentationBCSScomputer vision17Jun 19, 2026
Semantic SegmentationCO2 Farm Thermal Gas Dataset 1.0 (test)computer vision17Apr 14, 2026
3D Semantic SegmentationMatterport3D K=160 (test)3d vision geometry17Mar 30, 2026
3D Semantic SegmentationMatterport3D K=80 (test)3d vision geometry17Mar 30, 2026
3D Semantic SegmentationMatterport3D K=40 (test)3d vision geometry17Mar 30, 2026
Open-Vocabulary 3D Semantic SegmentationScanNet 10 classes3d vision geometrycomputer vision17Jun 30, 2026
Open-Vocabulary 3D Semantic SegmentationScanNet 15 classes3d vision geometrycomputer vision17Jun 30, 2026
Open-Vocabulary 3D Semantic SegmentationScanNet 19 classes3d vision geometrycomputer vision17Jun 30, 2026
Open-Vocabulary Semantic SegmentationPASCAL Context 459 (val)computer vision17Mar 23, 2026
Open-Vocabulary Semantic SegmentationADE20K 847 (val)computer vision17Mar 23, 2026
3D Semantic SegmentationScanNet3d vision geometry17Mar 26, 2026
3D Semantic SegmentationScanNet 15 classes3d vision geometry17Mar 19, 2026
3D Semantic SegmentationScanNet 10 classes3d vision geometry17Mar 19, 2026
Semantic SegmentationRealLQcomputer vision17Feb 26, 2026