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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 SegmentationADE20Kcomputer visionSemantic Segmentation on ADE20K (PixAcc and mIoU) performance trend48May 8, 2026
Semantic SegmentationPascal VOC Original protocol 92 labeled imagescomputer vision48Feb 26, 2026
Semantic SegmentationISPRS Vaihingen (test)computer vision47May 19, 2026
Open-Vocabulary Semantic SegmentationPC-459computer vision47Apr 15, 2026
Semantic SegmentationADE-847computer vision47Mar 31, 2026
Semantic SegmentationACDC (val)computer visionSemantic Segmentation on ACDC (val) performance trend47Mar 26, 2026
Semantic SegmentationCOCO-Stuff-10K (test)computer vision47Feb 26, 2026
Semantic SegmentationBDD (val)computer vision47Feb 26, 2026
Semantic SegmentationS3DIS (test)computer visionSemantic Segmentation on S3DIS (test) performance trend47Feb 26, 2026
Semantic SegmentationCOCOStuff 164k (val)computer vision47Apr 8, 2026
Semantic SegmentationAverage Overallcomputer vision46Apr 23, 2026
Medical Semantic SegmentationSIIM Pneumothoraxcomputer visionbio medical46Mar 19, 2026
Semantic SegmentationDv 58-class (val)computer vision46Feb 26, 2026
Semantic SegmentationDv 19-class (val)computer vision46Feb 26, 2026
Open Vocabulary Semantic SegmentationPASCAL VOC VOC21 with background 2012computer vision46May 20, 2026
Semantic SegmentationPascal VOC 10-1 protocol 2012 (val)computer vision46Feb 26, 2026
Semantic SegmentationPASCAL VOC 2012 original (val)computer vision46Feb 26, 2026
Semantic SegmentationSemanticKITTI single-scancomputer vision46Feb 26, 2026
Semantic SegmentationDDD17 (test)computer vision46Mar 25, 2026
Hyperspectral Semantic SegmentationH-City C: 128 (test)computer vision45Mar 30, 2026
Semantic SegmentationSen1Floods11computer vision45May 28, 2026
Semantic SegmentationPASCAL-5^i (val)computer vision45Feb 26, 2026
Semantic SegmentationSemanticKITTI single-scan (test)computer vision45Feb 26, 2026
3D Point Cloud Semantic SegmentationScanNet Average of S0 and S13d vision geometry44Jul 1, 2026
3D Few-shot Semantic SegmentationS3DIS Average3d vision geometrycomputer vision44Jul 1, 2026