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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 SegmentationNighttime Driving Night2day transformed (test)computer vision1Feb 26, 2026
Semantic SegmentationBDD Night2day transformed (test)computer vision1Feb 26, 2026
Semantic SegmentationCityscapes Extended traffic sign classes (val)computer vision1Feb 26, 2026
Semantic SegmentationGTSDB (val)computer vision1Feb 26, 2026
Semantic SegmentationPascal VOC (train)computer vision1Feb 26, 2026
Semantic SegmentationBraTS 2018 (test)computer vision1Feb 26, 2026
Semantic SegmentationSeasoNetcomputer vision0Apr 10, 2026
Semantic SegmentationCarbide Segmentation Datasetcomputer vision0Mar 24, 2026
Indoor Semantic SegmentationS3DIS 2 (Area 5)computer vision3d vision geometry0Feb 26, 2026
Indoor Semantic SegmentationScanNet200 35 (val)computer vision3d vision geometry0Feb 26, 2026
Indoor Semantic SegmentationScanNet 15 (val)computer vision3d vision geometryIndoor Semantic Segmentation on ScanNet 15 (val) performance trend0Feb 26, 2026
Semantic SegmentationGID5 (test val)computer vision0Feb 26, 2026
Label-scarce Semantic SegmentationHorse-21—0Feb 26, 2026
Label-scarce Semantic SegmentationBedroom-28—0Feb 26, 2026
Semantic SegmentationHorse-21computer vision0Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision0Feb 26, 2026
Multi-Task Learning (Semantic Segmentation and Depth Estimation)Cityscapes (val)—0Feb 26, 2026
Medical Semantic SegmentationSIIM Pneumothorax v1 (test)computer visionbio medical0Feb 26, 2026
Medical Semantic SegmentationRSNA Pneumonia stage 2 (test)computer visionbio medical0Feb 26, 2026
3D Semantic SegmentationS3DIS 6-fold cross-validation (B6/N6)3d vision geometry0Feb 26, 2026
3D Semantic SegmentationS3DIS 6-fold cross-validation (B8 N4)3d vision geometry0Feb 26, 2026
3D Semantic SegmentationScanNet B10/N9 v23d vision geometry0Feb 26, 2026
3D Semantic SegmentationScanNet B12 N7 v23d vision geometry0Feb 26, 2026
Semantic SegmentationS3DIS ScanNet B10 N9 partition (test)computer vision0Feb 26, 2026
Semantic SegmentationS3DIS ScanNet B12/N7 partition (test)computer vision0Feb 26, 2026