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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 SegmentationADE20Kcomputer vision1Apr 23, 2026
Point cloud semantic segmentationITC pseudo labels (test)3d vision geometry1Apr 23, 2026
Point cloud semantic segmentationM2DGR (test)3d vision geometry1Apr 23, 2026
Point cloud semantic segmentationTIERS (test)3d vision geometry1Apr 23, 2026
Point cloud semantic segmentationNTU-VIRAL (test)3d vision geometry1Apr 23, 2026
Semantic SegmentationRUGD (val)computer vision1Mar 25, 2026
Semantic SegmentationSolar Panel Defect Dataset (5-Fold CV)computer vision1Mar 17, 2026
Semantic SegmentationSolar Panel Defect Dataset (test)computer vision1Mar 17, 2026
Semantic SegmentationMSRS Snow (test)computer vision1Mar 17, 2026
Semantic SegmentationMSRS Haze (test)computer vision1Mar 17, 2026
Semantic SegmentationPBVS MARS-LS 2026 (test)computer vision1Mar 17, 2026
Semantic SegmentationPBVS MARS-LS 2026 (dev)computer vision1Mar 17, 2026
3D Semantic SegmentationIndoor and Outdoor datasets joint (train)3d vision geometry1Mar 4, 2026
3D Semantic SegmentationIndoor datasets joint (train)3d vision geometry1Mar 4, 2026
Semantic SegmentationHimalayan Glacial Lakes (val)computer vision1Feb 26, 2026
Semantic SegmentationHuman Body Segmentationcomputer vision1Feb 26, 2026
Semantic SegmentationGlobal Wheat Full (dev)computer vision1Feb 26, 2026
Semantic segmentation48 blocks 4D spatio-temporal neuronal data (test)computer vision1Feb 26, 2026
Audio-Visual Semantic SegmentationAVS-Bench AVSSmultimodalspeech audio+11Feb 26, 2026
Semantic SegmentationBraTS21 (val)computer vision1Feb 26, 2026
Semantic SegmentationKiTS19 (val)computer vision1Feb 26, 2026
Semantic SegmentationAMOS22 (val)computer vision1Feb 26, 2026
Semantic SegmentationCityscapescomputer vision1Feb 26, 2026
Point Cloud Semantic SegmentationSemantic3D (test)3d vision geometry1Feb 26, 2026
Semantic SegmentationPascal VOC Bounding Boxes 2012 (test)computer vision1Feb 26, 2026