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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 SegmentationCelebAMask-HQ 8 classescomputer vision11Feb 26, 2026
Semantic SegmentationVOC (test)computer vision11Feb 26, 2026
Semantic SegmentationSUIM (test)computer vision11Feb 26, 2026
Semantic SegmentationOCT (test)computer vision11Feb 26, 2026
Semantic SegmentationCOCO 2017 (test-dev)computer vision11Feb 26, 2026
Semantic SegmentationVOC LowData 2012 (1/2 732 labeled images)computer vision11Feb 26, 2026
Semantic SegmentationImageNet-S300 (test)computer vision11Feb 26, 2026
Semantic SegmentationDADA-segcomputer vision11Feb 26, 2026
Semantic SegmentationSYNTHIA-to-Cityscapes 13-class (train-to-val)computer vision11Feb 26, 2026
Semantic SegmentationATLANTIS (test)computer vision11Feb 26, 2026
Semantic SegmentationSYNTHIA to Mapillary 7 classes EP3 protocol (val)computer vision11Feb 26, 2026
Semantic SegmentationCityscapes fine-only (test)computer vision11Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision11Feb 26, 2026
Semantic SegmentationZJU (test)computer vision11Feb 26, 2026
Semantic SegmentationCityscapes 27 classes (val)computer vision11Feb 26, 2026
Semantic SegmentationCityscapes to GTA5computer vision10Jul 9, 2026
Semantic SegmentationCityscapes to ACDC Raincomputer vision10Jul 9, 2026
Semantic SegmentationCityscapes to ACDC Nightcomputer vision10Jul 9, 2026
Semantic SegmentationMoS2 (test)computer vision10Jul 9, 2026
Semantic Segmentationgraphene (test)computer vision10Jul 9, 2026
Semantic SegmentationEndoVis18computer vision10Jul 7, 2026
Semantic SegmentationScanNet 10 classes 11computer vision10Jul 2, 2026
Semantic SegmentationScanNet 15 classes 11computer vision10Jul 2, 2026
3D Semantic SegmentationnuScenes-C full fine-tuning3d vision geometry10Jun 19, 2026
Semantic SegmentationExternal Medical Datasets BTCV, ACDC, UW-SC, BUScomputer vision10Jun 16, 2026