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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 DetectionMS COCO 2014 2017 (val)computer vision16Feb 26, 2026
Zero-Shot Object DetectionMS-COCO 48/17computer vision16Feb 26, 2026
Object DetectionCOCO 10% labeled 2017 (train)computer vision16Feb 26, 2026
Region-of-Interaction PredictionEPIC-ROI Non-COCO Parts 1.0 (test)computer vision16Feb 26, 2026
Region-of-Interaction PredictionEPIC-ROI COCO Parts 1.0 (test)computer vision16Feb 26, 2026
Region-of-Interaction PredictionEPIC-ROI Non-COCO Objects 1.0 (test)computer vision16Feb 26, 2026
Region-of-Interaction PredictionEPIC-ROI COCO Objects 1.0 (test)computer vision16Feb 26, 2026
Visual GroundingReferCOCOg Google (val)multimodalcomputer vision16Feb 26, 2026
Few-shot SegmentationCOCO-20² (test)computer vision16Feb 26, 2026
Cross-modal retrievalMSCOCO 1Kmultimodalretrieval search rag16Feb 26, 2026
Human Pose EstimationCOCO (minival)computer vision16Feb 26, 2026
Instance SegmentationCOCO Split-2 (novel)computer vision16Feb 26, 2026
Generalized Zero-Shot DetectionMS-COCO (65/15)computer vision16Feb 26, 2026
Dense human pose regressionDensePose MSCOCO (test)computer vision16Feb 26, 2026
Object countingCOCO (test)computer vision16Feb 26, 2026
Visual Question AnsweringVQA COCO 2015 v1.0 (test-dev)multimodalcomputer vision+116Feb 27, 2026
Object Boundary DetectionCOCO (test)computer vision16Feb 26, 2026
Object CompositionCOCO (val)computer vision16Feb 26, 2026
Controllable Text-to-Image GenerationCOCO-POSimage generation editing15Jul 1, 2026
Harm RecognitionCOCO Crime Scene sliceadversarial safety securitycomputer vision15Jun 23, 2026
Multimodal UnderstandingAI2D, POPE, TextVQA, OKVQA, VizWiz, COCO Caption, NoCaps, and RealWorldQA Averagemultimodal15Jun 15, 2026
Image-Text RetrievalCOCO (1K)multimodalretrieval search rag15Jun 1, 2026
Text-to-Image GenerationCOCO 5K (val)image generation editing15May 29, 2026
Multi-label Image RecognitionCOCO 2014computer vision15May 28, 2026
Multi-image retrievalMS-COCO Randomretrieval search ragcomputer vision15May 13, 2026