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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 SegmentationCOCO-Stuff 9 (val)computer vision25Jun 15, 2026
Semantic SegmentationSUN-RGBD 70 (test)computer vision25Jun 15, 2026
Semantic SegmentationNYU v2 68 (test)computer vision25Jun 15, 2026
Semantic SegmentationAustrian Crop All labelscomputer vision25Apr 14, 2026
Semantic SegmentationAustrian Crop (30% labels)computer vision25Apr 14, 2026
Semantic SegmentationAustrian Crop (1% labels)computer vision25Apr 14, 2026
Semantic SegmentationPascal VOC high-quality (test)computer vision25Feb 26, 2026
Semantic SegmentationChest X-raycomputer vision25Mar 31, 2026
Semantic SegmentationHLS Burn Scarscomputer vision25Mar 10, 2026
Semantic SegmentationCOCOcomputer vision25Jun 15, 2026
3D Semantic SegmentationScanNet200 (val)3d vision geometry25Jul 2, 2026
Semantic SegmentationCityscapes target domaincomputer vision25Feb 26, 2026
Semantic SegmentationVOC (val)computer vision25Feb 26, 2026
Video Semantic SegmentationVSPW (test)computer vision25Feb 26, 2026
Semantic SegmentationGTA5 Synthetic-to-Real (test)computer vision25Feb 26, 2026
Unsupervised Semantic SegmentationCityscapescomputer vision25Apr 2, 2026
Semantic SegmentationPASCAL (val)computer vision25Feb 27, 2026
Semantic SegmentationPotsdam 3computer vision25Feb 26, 2026
Semantic SegmentationPotsdamcomputer vision25Feb 26, 2026
Continual Semantic SegmentationADE20k 50-50 (3 tasks) (val)computer vision25Feb 26, 2026
Semantic SegmentationPASCAL-5i (test)computer vision25Feb 26, 2026
Semantic SegmentationFoggy Driving-dense (FDD) (test)computer vision25Feb 26, 2026
Semantic SegmentationKITTI-360 (test)computer vision25Feb 26, 2026
Semantic SegmentationCubiCasacomputer vision24Jun 18, 2026
Open-vocabulary semantic segmentationPascal VOC 2012 V20computer vision24Jun 16, 2026