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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
2-way Few-Shot Semantic SegmentationPASCAL-5i (fold-1)computer vision10Feb 26, 2026
2-way Few-Shot Semantic SegmentationPASCAL-5i (fold-0)computer vision10Feb 26, 2026
Nuclei Semantic SegmentationTCIA TNBC (test)bio medicalcomputer vision10Feb 26, 2026
3D Semantic SegmentationWaymo OD SF, PHX to MTV, KRK3d vision geometry10Feb 26, 2026
Semantic SegmentationMapillary 1.0 (val)computer vision10Feb 26, 2026
Semantic SegmentationCityscapes 1.0 (test)computer vision10Feb 26, 2026
Semantic SegmentationSynscapes to Cityscapes (val)computer vision10Feb 26, 2026
Incremental Semantic SegmentationPascal VOCcomputer vision10Feb 26, 2026
Semantic SegmentationGTAV → {Cityscapes, BDD100K, Mapillary, SYNTHIA, GTAV} (val)computer vision10Feb 26, 2026
Semantic SegmentationDADA-seg target domaincomputer vision10Feb 26, 2026
Semantic SegmentationCOCO-Stuff 171 classes (test)computer vision10Feb 26, 2026
Semantic SegmentationCityscapes 11-1 11 tasks (test)computer vision10Feb 26, 2026
Semantic SegmentationSemantic3D official benchmarkcomputer vision10Feb 26, 2026
Semantic SegmentationISIC 2017 (val)computer vision10Feb 26, 2026
2D Semantic SegmentationScanNet v2 (test)computer vision10Feb 26, 2026
Semantic SegmentationSYNTHIA to Cityscapes 13 classes (val)computer vision10Feb 26, 2026
Semantic SegmentationPascal-VOC Seencomputer vision10Feb 26, 2026
Semantic SegmentationSUN3D 33-class (test)computer vision10Feb 26, 2026
Semantic SegmentationDELIVER (test)computer vision10Feb 26, 2026
Semantic SegmentationS3DIS (Stanford Indoor Dataset)computer vision10Feb 26, 2026
Semantic SegmentationEndoVis18 Seq_9computer vision10Feb 26, 2026
Semantic SegmentationEndoVis 18 (Seq 5)computer vision10Feb 26, 2026
Semantic SegmentationMVSeg shuffled (test)computer vision9Jul 7, 2026
Semantic SegmentationPascal Object (val)computer vision9Jun 29, 2026
3D semantic mappingScanNet3d vision geometrycomputer vision9Jun 23, 2026