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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
Few-shot Semantic SegmentationAverage Deepglobe, ISIC, Chest X-Ray, FSS-1000computer vision57Jun 24, 2026
Open-Vocabulary Semantic SegmentationPASCAL Context 59 (val)computer vision57Jul 7, 2026
Semantic SegmentationPASCAL 1-shot 5icomputer vision57Feb 26, 2026
Semantic SegmentationRUGD (test)computer vision56May 28, 2026
Semantic SegmentationHunan (test)computer vision56Apr 20, 2026
Semantic SegmentationDSTL (test)computer vision56Apr 20, 2026
Few-shot 3D Point Cloud Semantic SegmentationS3DIS v1.2 (Area-5)3d vision geometrycomputer vision56May 18, 2026
Open-Vocabulary Semantic SegmentationCityscapes (val)computer vision56Jul 7, 2026
LiDAR Semantic SegmentationPlace3D (Clean)computer vision3d vision geometry56Feb 26, 2026
3D Semantic SegmentationnuScenes (test)3d vision geometry56May 11, 2026
Semantic SegmentationADE20K 83 (val)computer vision56Feb 26, 2026
Semantic SegmentationCityscapes-C (val)computer vision56Feb 26, 2026
Semantic SegmentationFoggy Driving (FD) (test)computer vision56Feb 26, 2026
Semantic SegmentationNYU Depth V2computer vision56Jun 4, 2026
Video Semantic SegmentationVSPWcomputer vision55Apr 21, 2026
3D Semantic Segmentation3D-OVS3d vision geometry55Jul 3, 2026
Semantic SegmentationACDC (Night)computer vision55Jun 2, 2026
BEV Semantic SegmentationnuScenes (val)computer vision3d vision geometry55May 26, 2026
Semantic SegmentationGTA to Cityscapes (val)computer visionSemantic Segmentation on GTA to Cityscapes (val) performance trend55Mar 17, 2026
3D Semantic SegmentationnuScenes (val)3d vision geometry3D Semantic Segmentation on nuScenes (val) performance trend55May 12, 2026
Semantic SegmentationDSAD (test)computer vision54Feb 26, 2026
Semantic SegmentationCaDIS (test)computer vision54Feb 26, 2026
Semantic SegmentationADE20k (100-5)computer vision54Feb 26, 2026
Semantic SegmentationPASCAL-Context 60 classes (test)computer visionSemantic Segmentation on PASCAL-Context 60 classes (test) performance trend54Feb 26, 2026
Semantic SegmentationPascal VOC 1/16 labeled 2012 (train)computer vision53Feb 26, 2026