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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
Image CaptioningMS COCO 250 images (test)multimodalcomputer vision+15Feb 26, 2026
Object DetectionMS-COCO 65/15 base/novelcomputer vision5Feb 26, 2026
Object DetectionMS-COCO Standard 0.5% 2017 (val)computer vision5Feb 26, 2026
Language Guided Image InpaintingMaskCOCOimage generation editingmultimodal+15Feb 26, 2026
Object DetectionCOCO 20k (trainval)computer vision5Feb 26, 2026
Unconditional GenerationCOCOnlp5Feb 26, 2026
Global RetrievalMSCOCO Meta-Dataset (unseen)retrieval search rag5Feb 26, 2026
Instance SegmentationCOCO-OCCcomputer vision5Feb 26, 2026
Referring Expression GroundingRef-COCO testA + testB (test)computer visionnlp5Feb 26, 2026
Scene-level Image GenerationSketchyCOCOimage generation editing5Feb 26, 2026
Object DetectionCOCO 350computer vision5Feb 26, 2026
Image DerainingCOCO 350computer vision5Feb 26, 2026
Few-shot Object DetectionCOCO novel categories 2014 2017 (val)computer vision5Feb 26, 2026
Semantic SegmentationCOCO-Stuff 2017 (Challenge)computer vision5Feb 26, 2026
Text-to-image synthesisCOCOimage generation editing5Feb 26, 2026
Semantic SegmentationCOCO 5-shotcomputer vision5Feb 26, 2026
Pointing LocalizationMSCOCO 2014 (test)computer vision5Feb 26, 2026
Dense Pose EstimationDensePose-COCO 2018 (test)computer vision5Feb 26, 2026
Keypoint DetectionCOCO challenge 2017 (test)computer vision5Feb 26, 2026
Counting Visual Question AnsweringCOCO-QA Countmultimodalcomputer vision+15Feb 26, 2026
Image CaptioningMSCOCO 1,000 images 2014 (test)multimodalcomputer vision+15Feb 26, 2026
Text-driven Image EditingCOCO User Studyimage generation editingmultimodal5Feb 26, 2026
Model DistillationCOCO 10k promptsmiscellaneous4Jul 8, 2026
Vision-Language RetrievalMSCOCOmultimodalretrieval search rag4Jul 7, 2026
Composition-based RetrievalMS-COCOretrieval search rag4Jul 7, 2026