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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 Detection Reliability EstimationCOCO in-distributioncomputer vision32Apr 23, 2026
Utility PreservationMS-COCO 10Kmiscellaneous32May 18, 2026
Degradation-induced covariate shift detectionCOCO synthetically corrupted variantscomputer visiontabular time series32Feb 26, 2026
Vision-language groundingMS-COCO 2014 (val)multimodalcomputer vision+132Feb 26, 2026
Object HallucinationMSCOCO POPE (test)computer visionmultimodal32Mar 9, 2026
LocalizationRefCOCO+ (val)computer vision32Feb 26, 2026
Instance SegmentationCOCOcomputer vision32Feb 26, 2026
Human-Object Interaction DetectionV-COCOcomputer vision32Feb 26, 2026
Object DetectionMS-COCO 2017 (val)computer vision32Feb 26, 2026
Targeted Hashing AttackMS-COCOadversarial safety security32Feb 26, 2026
Human-Object Interaction DetectionV-COCO Scenario 1 1.0computer vision32Mar 11, 2026
Graph LearningCOCO-SPgraph31Jun 4, 2026
Image-to-textCOCOmultimodalcomputer vision+131Jun 2, 2026
Text RetrievalCOCO 5k points (val)retrieval search rag31Apr 8, 2026
Open-Vocabulary Object DetectionOV-COCOcomputer vision31Mar 19, 2026
Multi-label classificationCOCO 2014 (test)computer visionnlp+231Feb 26, 2026
Few-shot Object DetectionCOCO 2014 (novel)computer vision31Feb 26, 2026
Object RecognitionCOCO (val)computer vision31Feb 26, 2026
Referring Expression GenerationRefCOCOg (val)computer visionnlp31Feb 26, 2026
ClassificationCOCOcomputer visionnlp+331Apr 15, 2026
Image CaptioningCOCOmultimodalcomputer vision+131Feb 26, 2026
Text-to-Image synthesisMSCOCOimage generation editing31Feb 26, 2026
Open-vocabulary semantic segmentationCOCO Objectcomputer vision30Jun 16, 2026
Visual ExplanationMS-COCOcomputer visionnlp30Jun 2, 2026
Multimodal Prompt Injection AttackMSCOCOadversarial safety securitymultimodal30May 18, 2026