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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 SegmentationCD-FSS 1-shot 1.0 (test)computer vision53Jun 24, 2026
Few-shot Semantic SegmentationPASCAL-5^i 1-shotcomputer vision53Apr 8, 2026
Semantic SegmentationStanford2D3D Panoramic 1.0 (Fold-1)computer vision53Mar 9, 2026
Semantic SegmentationCityscapes low-data regime (val)computer vision52May 19, 2026
LiDAR Semantic SegmentationScribbleKITTI v1.0 (test)computer vision3d vision geometry52May 19, 2026
Semantic SegmentationPASCAL VOC with background category VOC21 2012computer vision51Apr 29, 2026
Semantic SegmentationADE20K 150 semantic categories (val)computer vision51May 13, 2026
Semantic SegmentationDensePASS (test)computer vision51Feb 26, 2026
Semantic SegmentationFoggy Zurich (test)computer vision51Feb 26, 2026
Semantic SegmentationSceneParse150computer vision50May 19, 2026
Semantic SegmentationObjectcomputer vision50Apr 10, 2026
Semantic SegmentationStuffcomputer vision50Apr 10, 2026
Semantic SegmentationDFC 2020computer vision50Jun 23, 2026
1-way Few-shot Semantic SegmentationPASCAL-5i 1-waycomputer vision50Feb 26, 2026
Semantic SegmentationNighttime Driving (test)computer visionSemantic Segmentation on Nighttime Driving (test) performance trend50Mar 26, 2026
Semantic SegmentationSYNTHIA-to-Cityscapes (SYN2CS) 16 classes (val)computer vision50Mar 10, 2026
Semantic SegmentationADE20K (test)computer vision50Feb 26, 2026
Semantic SegmentationDDD17computer vision50Mar 5, 2026
Semantic SegmentationStructured3D (val)computer vision49Mar 4, 2026
Semantic SegmentationCityscapes GTA5 source 1.0 (val)computer vision49Feb 26, 2026
Semantic SegmentationPascal VOCcomputer visionSemantic Segmentation on Pascal VOC (Seen/Unseen Evaluation) performance trend49Apr 23, 2026
Semantic SegmentationDLRSDcomputer vision48Apr 20, 2026
Semantic SegmentationACDC Snowcomputer vision48Jul 9, 2026
Semantic SegmentationACDC (Rain)computer vision48Jun 2, 2026
Semantic SegmentationCOCO 20^i (test)computer vision48Feb 26, 2026