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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 SegmentationMed JASCL-Disjoint Session 1: AMOScomputer vision28May 21, 2026
Semantic SegmentationMed JASCL-Disjoint Session 0: TScomputer vision28May 21, 2026
3D Semantic SegmentationScanNet2003d vision geometry28Jul 7, 2026
Semantic SegmentationVOC 21 (val)computer vision28Apr 10, 2026
Semantic SegmentationP-R Potsdam and Vaihingencomputer vision28Mar 4, 2026
Semantic SegmentationCityscapes Adverse Conditions ACDCcomputer vision28Mar 4, 2026
Semantic SegmentationGTAV Generalization to Cityscapes, BDD100K, Mapillarycomputer vision28Mar 4, 2026
Open-Vocabulary Semantic SegmentationPascal VOC 2012 (val)computer vision28Feb 26, 2026
Open-vocabulary semantic segmentationPAS-20 Pascal VOC (test)computer vision28Mar 24, 2026
Semantic SegmentationPascal-5icomputer vision28Feb 26, 2026
Continual Semantic SegmentationADE20k 100-50 (2 tasks) (val)computer vision28Feb 26, 2026
Semantic SegmentationCityscapes v1.1 (test)computer vision28Feb 26, 2026
Semantic SegmentationPASS (test)computer vision28Feb 26, 2026
Semantic SegmentationNYU-depth v2computer vision28Apr 15, 2026
Semantic SegmentationSUN-RGBD 37 classes (test)computer vision28Feb 26, 2026
Semantic SegmentationCityscapescomputer vision27May 21, 2026
Semantic SegmentationCityscapes (val)computer vision27Apr 24, 2026
Video Semantic SegmentationNYU v2computer vision27Mar 26, 2026
3D Semantic SegmentationScanNet3d vision geometry27Apr 8, 2026
Semantic SegmentationTrans10K v2computer vision27Feb 26, 2026
Open Vocabulary Semantic SegmentationPASCAL VOCcomputer vision27May 12, 2026
Semantic SegmentationADE20K 164K (val)computer vision27Feb 26, 2026
Semantic SegmentationScanNet (novel views)computer vision27Jun 9, 2026
Semantic SegmentationGTA → Cityscapes (test)computer vision27Feb 26, 2026
Semantic SegmentationScanNet200 v2 (val)computer vision27Feb 26, 2026