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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 Expression SegmentationRefCOCOg UMD (test-u)computer visionmultimodal46May 28, 2026
Instance SegmentationMS COCO 2014 2017 (val)computer vision46Mar 20, 2026
Panoptic SegmentationCOCOcomputer vision46Jun 16, 2026
Text-to-Image GenerationCOCO 30k subset 2014 (val)image generation editing46Feb 26, 2026
Keypoint DetectionCOCO (test-dev)computer visionKeypoint Detection on COCO (test-dev) performance trend46Feb 26, 2026
Instance SegmentationMS COCO (test-dev)computer vision46Feb 26, 2026
Hallucination EvaluationCHAIR MSCOCO 2014 (val)llm chat instructionnlp45May 20, 2026
Style TransferMS-COCO (content) + WikiArt (style) (test)image generation editingnlp45May 27, 2026
Text-to-Image RetrievalMS-COCO 5Kmultimodalretrieval search rag45Jul 3, 2026
Generalized Few-Shot Object DetectionMS-COCOcomputer vision45Feb 26, 2026
Object Detection AttackCOCO 500 images 2017 (test)adversarial safety securitycomputer vision45Feb 26, 2026
Constrained OptimizationCOCONUT difficult constrained problemsmiscellaneous44Jun 5, 2026
Adversarial AttackCOCO (val)adversarial safety securitycomputer vision44Feb 26, 2026
Text-to-Image GenerationMSCOCO 2014image generation editing44Mar 5, 2026
Object DetectionCOCO standard (1%)computer vision44Feb 27, 2026
Object DetectionCOCOcomputer visionObject Detection on COCO (APb) performance trend44Feb 26, 2026
Object DetectionCOCO (test)computer visionObject Detection on COCO (test) performance trend44Mar 4, 2026
Keypoint DetectionMS-COCO 2017 (val)computer vision44Jun 16, 2026
Image CaptioningCOCO 2014 (test)multimodalcomputer vision+144Feb 26, 2026
Referring Expression ComprehensionRefCOCO, RefCOCO+, and RefCOCOg Averagecomputer visionnlp44Apr 7, 2026
Discriminative Object HallucinationPOPE MSCOCO Adversarialcomputer visionmultimodal43Jun 1, 2026
Instance SegmentationCOCOcomputer vision43May 19, 2026
Text-to-image retrievalCOCO 2017multimodalretrieval search rag43May 12, 2026
Object Hallucination EvaluationMSCOCO (Random)multimodalcomputer vision43Jun 30, 2026
Object Hallucination EvaluationMSCOCOmultimodalcomputer vision43May 15, 2026