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Benchmarks for “semantic segmentation”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

3,155 benchmarksPage 85 of 127

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TaskDatasetDomainTrendResultsLast update
3D Semantic SegmentationScanNet200 v1 (val)3d vision geometry7Feb 26, 2026
Semantic SegmentationMeniSeg (test)computer vision7Feb 26, 2026
Semantic SegmentationSYNTHIA (source)computer vision7Feb 26, 2026
Semantic SegmentationGTA5 (source)computer vision7Feb 26, 2026
Multi-task Learning (Semantic Segmentation, Surface Normals, Depth Estimation)NYU v2computer vision3d vision geometry7Feb 26, 2026
Semantic SegmentationCityscapes to IDD and Mapillary (test)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes 11-5 (3 steps) (final)computer vision7Feb 26, 2026
Semantic SegmentationSynthia in-distribution (test)computer vision7Feb 26, 2026
Semantic SegmentationNYU v2computer vision7Feb 26, 2026
Semantic SegmentationADE20K COCO-Place challenge 2017 (test)computer vision7Feb 26, 2026
Semantic SegmentationCOCO-Stuff 3 (test)computer vision7Feb 26, 2026
Semantic SegmentationHuman Body Segmentation (test)computer vision7Feb 26, 2026
Semantic SegmentationBUS Dataset B 2017 (test)computer vision7Feb 26, 2026
2D Semantic SegmentationNYU2 11-class taskcomputer vision7Feb 26, 2026
Action Semantic SegmentationA2D (test)computer vision7Feb 26, 2026
Semantic SegmentationNYUDv2 4-class (test)computer vision7Feb 26, 2026
Semantic LabellingPascal VOC + COCO 2012 (val)computer vision7Feb 26, 2026
Semantic SegmentationNYUDepth 4-Class v2computer vision7Feb 26, 2026
Semantic SegmentationADE20K 150 59 (val)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes (1/2)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes 1/4computer vision7Feb 26, 2026
Semantic SegmentationCityscapes (1/8)computer vision7Feb 26, 2026
Semantic SegmentationCityscapes 1/16computer vision7Feb 26, 2026
Semantic SegmentationPascal VOC Classic 2012 (1/2)computer vision7Feb 26, 2026
Semantic SegmentationPascal VOC Classic 2012 (1/4)computer vision7Feb 26, 2026