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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
Referring Image SegmentationRefCOCO+ medium (test A)computer visionmultimodal13Feb 26, 2026
Referring Image SegmentationRefCOCO easy (test B)computer visionmultimodal13Feb 26, 2026
Referring Image SegmentationRefCOCO easy (test A)computer visionmultimodal13Feb 26, 2026
Example-based SegmentationCOCO-20i (val)computer vision13Feb 26, 2026
Artistic Style TransferMS-COCO content images and WikiArt style images 512x512 resolution (test)image generation editingcomputer vision13Feb 26, 2026
Referring Expression GenerationRefCOCO (testB)computer visionnlp13Feb 26, 2026
Referring Expression GenerationRefCOCO (testA)computer visionnlp13Feb 26, 2026
Secret recoveryCOCOcomputer visionadversarial safety security13Mar 25, 2026
Object LocalisationCOCO subset with <= 3 objects (test)computer vision13Feb 26, 2026
Object DetectionCOCO closed-vocabularycomputer vision13Feb 26, 2026
Object DetectionMS COCO 20 novel categories 2017 (val)computer vision13Feb 26, 2026
Referring expression generationRefCOCOgcomputer visionnlp13Feb 26, 2026
Text-to-image synthesisCOCO 2014 (test)image generation editing13Feb 26, 2026
Multimodal Machine TranslationMSCOCO Ambiguous EN-DE (test)multimodalnlp13Feb 26, 2026
Unsupervised SegmentationCOCO-Stuff (val)computer vision13Feb 26, 2026
Unsupervised SegmentationCOCO-Things (val)computer vision13Feb 26, 2026
Open-vocabulary Object DetectionCOCO (val)computer vision13Feb 26, 2026
Text-to-Image SynthesisMS COCO 256x256image generation editing13Feb 26, 2026
Text-to-Image SynthesisMS COCO 64x64 zero-shotimage generation editing13Feb 26, 2026
Visual GroundingRefCOCOg (val-u)multimodalcomputer vision13Feb 26, 2026
Object Affordance RecognitionObject365 COCO-labels v1 (val)computer vision13Feb 26, 2026
Whole-body Pose EstimationCOCO-WholeBody V1.0 (test-dev)computer vision13Feb 26, 2026
Open-World Object DetectionMS-COCO OWOD Task 1computer vision13Feb 27, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+113Feb 26, 2026
Multimodal Machine Translation (English-German)MSCOCO (test)multimodalnlp13Feb 26, 2026