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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 pre-release (test)computer vision8Feb 26, 2026
Actor Semantic SegmentationA2D (test)computer vision8Feb 26, 2026
Semantic SegmentationGATECH (test)computer vision8Feb 26, 2026
Semantic SegmentationGID (test)computer vision8Feb 26, 2026
Multimodal Semantic SegmentationSUNmultimodalcomputer vision8Feb 26, 2026
Semantic SegmentationUPLightcomputer vision8Feb 26, 2026
Semantic SegmentationEventScapecomputer vision8Feb 26, 2026
3D Semantic SegmentationScanNet 20 (val)3d vision geometry7Jul 2, 2026
3D Semantic SegmentationScanNet3d vision geometry7Jul 1, 2026
Semantic SegmentationCOCO-20icomputer vision7Jun 29, 2026
Semantic SegmentationEpicTourscomputer vision7Jun 26, 2026
Semantic SegmentationCrackSeg9kcomputer vision7Jun 25, 2026
Semantic SegmentationTTPLAcomputer vision7Jun 25, 2026
Semantic SegmentationPASTIS-R PangaeaBench (test)computer vision7Jun 23, 2026
Semantic SegmentationDFC S2 2020computer vision7Jun 23, 2026
Semantic SegmentationDFC S2 non-RGB 2020computer vision7Jun 23, 2026
Cell Semantic SegmentationDSB (test)computer visionbio medical7Jun 23, 2026
Cell Semantic SegmentationCellSeg (test)computer visionbio medical7Jun 23, 2026
Semantic SegmentationPascal VOC 2012computer vision7Jun 23, 2026
3D Semantic SegmentationMatterport3D3d vision geometry7Jun 23, 2026
Fine-Grained Semantic SegmentationGOOSE 2D FGSS Challenge (test)computer vision7Jun 16, 2026
Semantic SegmentationDALEScomputer vision7Jun 11, 2026
Semantic SegmentationPascal VOC (split 3)computer vision7Jun 11, 2026
Semantic SegmentationPascal VOC (split 2)computer vision7Jun 11, 2026
Semantic SegmentationPascal VOC (split 1)computer vision7Jun 11, 2026