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Benchmarks for “coco”

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

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TaskDatasetDomainTrendResultsLast update
Controllable Image Generation (Style/Content)COCO 2017 (val)image generation editing8Feb 26, 2026
Controllable Image Generation (Segmentation)COCO 2017 (val)image generation editingcomputer vision8Feb 26, 2026
Controllable Image Generation (Pose)COCO 2017 (val)image generation editingcomputer vision8Feb 26, 2026
Controllable Image Generation (Canny)COCO 2017 (val)image generation editing8Feb 26, 2026
Semantic SegmentationCOCO-Stuff mid-level 27 categories (test)computer vision8Feb 26, 2026
Object LocalizationCOCO 20kcomputer vision8Feb 26, 2026
Object DetectionCOCO-LT (val)computer vision8Feb 26, 2026
Instance SegmentationCOCO (XPM)computer vision8Feb 27, 2026
Human Understandability EvaluationCOCO (test)computer vision8Feb 26, 2026
Unknown Object DetectionCOCO-Mixcomputer vision8Feb 26, 2026
Unknown Object DetectionCOCO-OODcomputer vision8Feb 26, 2026
Fine-grained sketch-based image retrievalSketchyCOCO (test)computer visionmultimodal8Feb 26, 2026
Object DetectionCOCO Cross-category (VOC to Non-VOC)computer vision8Feb 26, 2026
Object DetectionCOCO Cross-category (Person to Non-Person)computer vision8Feb 26, 2026
1-way Few-shot Semantic SegmentationCOCO-20i (split-A)computer vision8Feb 26, 2026
Region-controlled text-to-image generationCOCO 30k 2014 (val)image generation editingcomputer vision8Feb 26, 2026
Semantic SegmentationCOCO-Stuff-10K (Split4)computer vision8Feb 26, 2026
Semantic SegmentationCOCO-Stuff-10K (Split3)computer vision8Feb 26, 2026
Semantic SegmentationCOCO-Stuff-10K (Split2)computer vision8Feb 26, 2026
Semantic SegmentationCOCO-Stuff 10K (Split1)computer vision8Feb 26, 2026
Unsupervised Semantic SegmentationCOCO-S-171computer vision8Feb 26, 2026
Unsupervised Semantic SegmentationCOCO-S-27computer vision8Feb 26, 2026
Image-text alignmentMS-COCO 5K (test)multimodalcomputer vision+18Apr 15, 2026
Pointing GameCOCO (test)computer visionnlp8Feb 26, 2026
Few-Shot ClassificationCOCO-20^icomputer visionnlp+18Feb 26, 2026