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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 SegmentationIndustrial-5i (test)computer vision44Feb 26, 2026
Semantic SegmentationPothole-mix (test)computer vision44Feb 26, 2026
Semantic SegmentationNucleus (test)computer vision44Feb 26, 2026
Semantic SegmentationLung Nodule (test)computer vision44Feb 26, 2026
Semantic SegmentationnuScenes v1.0 (test)computer vision44Feb 26, 2026
Semantic SegmentationNightCity+ (val)computer vision44Feb 26, 2026
Semantic SegmentationCityscapes fine (test)computer vision44Feb 26, 2026
Semantic SegmentationADE20Kcomputer vision43Jul 7, 2026
Semantic SegmentationPascal Context 60 with backgroundcomputer vision43Apr 29, 2026
Semantic SegmentationMapillary (test)computer vision43Mar 31, 2026
Semantic SegmentationPascal VOC Priority protocol, 1/4 labeled ratiocomputer vision43Feb 26, 2026
Semantic SegmentationPascal VOC Priority protocol, 1/16 labeled ratiocomputer vision43Feb 26, 2026
Semantic SegmentationPascal VOC without background 2012 V20computer vision42Apr 29, 2026
Semantic Segmentation (Cropland)AI4SmallFarmscomputer vision42Apr 23, 2026
Semantic Segmentation (Burn Scars)AI4SmallFarmscomputer vision42Apr 23, 2026
Semantic SegmentationMADOScomputer vision42May 28, 2026
Semantic SegmentationPascal VOC 2012computer vision42Apr 15, 2026
3D Semantic SegmentationScanNet++3d vision geometry42Jun 15, 2026
Semantic SegmentationWind Blade Segmentation (test)computer vision42Feb 26, 2026
Semantic SegmentationPascal Context 459 classes (val)computer vision42Feb 26, 2026
Semantic SegmentationCOCO-Stuff without background classcomputer vision42Apr 29, 2026
Semantic SegmentationADEcomputer vision42May 8, 2026
Semantic SegmentationKITTI-360computer vision42Jun 2, 2026
Semantic segmentationSemantic3D (reduced-8)computer vision42Mar 30, 2026
Semantic SegmentationNighttime Drivingcomputer visionSemantic Segmentation on Nighttime Driving performance trend42Feb 26, 2026