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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 SegmentationVOC 2012computer vision71Jul 7, 2026
Semantic SegmentationSYNTHIA (val)computer vision71Feb 26, 2026
Semantic SegmentationUAVidcomputer vision70Apr 20, 2026
Semantic SegmentationADE20K A-847 (val)computer visionSemantic Segmentation on ADE20K A-847 (val) performance trend70Feb 27, 2026
Semantic SegmentationCOCO 20i (test)computer vision70Jul 7, 2026
Few-shot Semantic SegmentationCOCO-20^i v1.0computer vision70Feb 26, 2026
Semantic SegmentationGTA5 to Cityscapescomputer vision70Jul 9, 2026
Few-Shot Semantic SegmentationCOCO-20i -> PASCAL-5i cross-datasetcomputer vision70Feb 26, 2026
Open Vocabulary Semantic SegmentationPASCAL Context Context60 with backgroundcomputer vision69Mar 25, 2026
3D point cloud semantic segmentationScanNet official (fold S1)3d vision geometry68Jul 1, 2026
Few-shot 3D Semantic SegmentationS3DIS (S1)3d vision geometrycomputer vision67Jul 1, 2026
Semantic SegmentationA-150computer vision67Apr 28, 2026
Open Vocabulary Semantic SegmentationCityscapes without backgroundcomputer vision67Mar 25, 2026
Open Vocabulary Semantic SegmentationPASCAL Context 59 without backgroundcomputer vision67Mar 25, 2026
Semantic SegmentationCOCO-Stuff 27computer visionSemantic Segmentation on COCO-Stuff 27 performance trend67May 28, 2026
Semantic SegmentationFMBcomputer vision67Jun 16, 2026
Semantic SegmentationUDD5computer vision66Apr 20, 2026
Semantic SegmentationCOCO 2017 (val)computer vision66Apr 1, 2026
Open-vocabulary semantic segmentationPascal Context 60computer vision65Jun 16, 2026
Semantic SegmentationWeedMap (test)computer vision65Mar 10, 2026
Semantic SegmentationADE20K A-150 (val)computer vision65Feb 26, 2026
Few-Shot Semantic SegmentationPascal-5i (test)computer vision65Feb 26, 2026
Semantic SegmentationBDD100K nightcomputer vision65Feb 26, 2026
Semantic SegmentationCITYSCAPES 1/8 labeled samples 372 labels (val)computer visionSemantic Segmentation on Cityscapes (1/8 subset, val split) performance trend65Feb 26, 2026
Few-shot 3D Semantic SegmentationS3DIS (S0)3d vision geometrycomputer vision64Jul 1, 2026