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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
Object Hallucination EvaluationMSCOCO CHAIRmultimodalcomputer vision27Feb 26, 2026
Image-Text RetrievalCOCOmultimodalretrieval search rag27May 13, 2026
Object Hallucination MitigationMSCOCO 2014 (val)computer vision27Feb 26, 2026
Membership InferenceMS-COCOadversarial safety security27Jul 7, 2026
Referring SegmentationrefCOCOg U (val)computer visionmultimodal27Jul 8, 2026
Object DetectionMS-COCO 20 novel VOC classescomputer vision27Feb 26, 2026
Object DetectionMS-COCO 2017 (val)computer vision27Feb 27, 2026
Weakly-supervised semantic segmentationMS COCO 2014 (val)computer vision27Feb 26, 2026
Single-object discoveryCOCO 20kcomputer vision27May 13, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+127Feb 26, 2026
Object Hallucination EvaluationPOPE averaged across MS-COCO, A-OKVQA, and GQA (test)multimodalcomputer vision26May 25, 2026
Generalized Referring Image SegmentationgRefCOCO (val)computer vision26May 20, 2026
Whole-body pose estimationCOCO-WholeBody 1.0 2017 (val)computer vision26Mar 11, 2026
Homography estimationPDSCOCO (test)computer vision3d vision geometry26Mar 5, 2026
Semantic SegmentationCOCO-EAcomputer vision26Mar 4, 2026
Text GenerationMSCOCOnlp26Feb 26, 2026
Bayesian Optimization50 optimization problems COCO, BoTorch, Bayesmark (aggregated)miscellaneous26Feb 26, 2026
LocalizationRefCOCOg (val)computer vision26Feb 26, 2026
LocalizationRefCOCO+ (testB)computer vision26Feb 26, 2026
LocalizationRefCOCO+ (testA)computer vision26Feb 26, 2026
Image CaptioningMSCOCOmultimodalcomputer vision+126May 15, 2026
Unsupervised Object SegmentationCOCOcomputer vision26Feb 26, 2026
Image-to-Text RetrievalCOCO (test)multimodalretrieval search rag26May 13, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+126Apr 2, 2026
Few-Shot Object DetectionMS-COCOcomputer vision26Feb 26, 2026