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Benchmarks for “ade20k”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Semantic SegmentationADE20K without background class (val)computer vision14Mar 24, 2026
Panoptic SegmentationADE20K open-vocabularycomputer vision14Feb 26, 2026
Query AccuracyADE20K Fresh 500 examples (test)computer vision13Jun 19, 2026
Part SegmentationADE20Kcomputer vision13Jun 15, 2026
Semantic SegmentationADE20K 38 (val)computer vision13Feb 26, 2026
Instance SegmentationADE20K open-vocabularycomputer vision13Feb 26, 2026
Continual Semantic SegmentationADE20K 100-10 overlapped setting v2 (val)computer vision13Feb 26, 2026
Semantic SegmentationADE20k overlapped (50-50 (3 steps))computer vision12Feb 26, 2026
Semantic SegmentationADE20k 100-50 (2 steps) overlappedcomputer vision12Feb 26, 2026
Semantic SegmentationADE20K 80k iterations (val)computer vision12Feb 26, 2026
Semantic SegmentationADE20K to COCO-164K (test)computer vision12Feb 26, 2026
Semantic SegmentationADE20K 100-10 overlapped (val)computer vision12Feb 26, 2026
Semantic SegmentationADE20K (1 64)computer vision11Jul 7, 2026
Semantic SegmentationADE20K (50-50 (3 steps))computer vision11Feb 26, 2026
Mask ClassificationADE20K 150computer vision11May 19, 2026
Mask ClassificationADE20K 847computer vision11May 19, 2026
Adversarial AttackADE20K (test)adversarial safety securitycomputer vision11Feb 26, 2026
Unsupervised Open-vocabulary Semantic SegmentationADE20K (val)computer vision11Feb 26, 2026
Panoptic SegmentationADE20K 15 (val)computer vision11Feb 26, 2026
Semantic SegmentationADE20kcomputer vision10May 20, 2026
Continual Panoptic SegmentationADE20K 100-10 Overlap streamcomputer vision10May 13, 2026
Semantic SegmentationADE20K 2016 (val)computer vision10Mar 27, 2026
Semantic Image SynthesisADE20K to Cityscapes target: 100 imagesimage generation editingcomputer vision10Feb 26, 2026
Semantic Image SynthesisADE20K to COCO-Stuff target: 100 imagesimage generation editingcomputer vision10Feb 26, 2026
Semantic Image SynthesisCOCO-Stuff to ADE20K target: 100 imagesimage generation editingcomputer vision10Feb 26, 2026