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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 SegmentationVOC-20computer vision121Jun 4, 2026
Video Semantic SegmentationVSPW (val)computer visionVideo Semantic Segmentation on VSPW (val) performance trend121Apr 14, 2026
Semantic SegmentationMSRScomputer vision120Jun 16, 2026
Weakly Supervised Semantic SegmentationPASCAL VOC 2012 (train)computer vision120May 7, 2026
Semantic SegmentationCOCOcomputer visionSemantic Segmentation on COCO (mIoU) performance trend119Jun 16, 2026
3D Semantic SegmentationScanNet (test)3d vision geometry3D Semantic Segmentation on ScanNet (test) performance trend117May 21, 2026
Semantic SegmentationADE20K 847computer visionSemantic Segmentation on ADE20K 847 performance trend116Jun 9, 2026
Semantic SegmentationCityscapes adaptation from Synthia 1.0 (val)computer visionSemantic Segmentation on Cityscapes adaptation from Synthia 1.0 (val) performance trend114Feb 26, 2026
Open Vocabulary Semantic SegmentationPascal VOC 20computer vision113May 26, 2026
Semantic SegmentationBDD100K (test)computer visionSemantic Segmentation on BDD100K (test) performance trend112Apr 3, 2026
Semantic SegmentationMapillarycomputer visionSemantic Segmentation on Mapillary performance trend112Jul 9, 2026
LiDAR Semantic SegmentationSemanticKITTI 1.0 (test)computer vision3d vision geometry111May 19, 2026
Open-vocabulary semantic segmentationADE20Kcomputer visionOpen-vocabulary semantic segmentation on ADE20K performance trend110Jun 16, 2026
Semantic SegmentationScanNet Environments 1-10 Sequence Splitcomputer vision110Feb 26, 2026
Semantic SegmentationPotsdamcomputer vision110May 28, 2026
3D semantic segmentationScanNet v2 (test)3d vision geometry3D Semantic Segmentation on ScanNet v2 (test) performance trend110Feb 26, 2026
Semantic SegmentationCityscapes 1.0 (val)computer vision110Feb 26, 2026
Semantic SegmentationCamVidcomputer vision110Jun 23, 2026
Semantic SegmentationFMB (test)computer visionSemantic Segmentation on FMB (test) performance trend110Jun 11, 2026
Semantic SegmentationSIIMcomputer visionSemantic Segmentation on SIIM performance trend109Jun 4, 2026
Semantic SegmentationVOC21computer vision108Apr 15, 2026
Semantic SegmentationCityscapes (val)computer vision108Feb 26, 2026
Semantic SegmentationPASCAL-5^i (test)computer vision107Feb 26, 2026
Open-vocabulary semantic segmentationCityscapescomputer visionOpen-vocabulary semantic segmentation on Cityscapes performance trend105Jun 16, 2026
Semantic SegmentationPascal VOC (Original set)computer vision105Feb 26, 2026