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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
GroundingrefCOCO (testB)computer visionnlp18May 29, 2026
Multi-image retrievalMS-COCO Random Setting N=4 (test)retrieval search ragcomputer vision18May 13, 2026
Nudity RemovalCOCOimage generation editing18Jun 30, 2026
Text-to-image generationCOCO promptsimage generation editing18Mar 31, 2026
Trace CaptioningCOCOcomputer visionnlp18Mar 26, 2026
Personalized Text-to-Image GenerationMS-COCOimage generation editingnlp18Mar 25, 2026
Text-to-Image GenerationMS-COCO 1Kimage generation editing18Mar 24, 2026
Text-to-imageCOCO 30K (test)image generation editing18Mar 4, 2026
Multi-label Image ClassificationMS-COCOcomputer vision18Mar 4, 2026
Object DetectionCOCO Generalized Object Detectioncomputer vision18Feb 27, 2026
Watermark DecodingCOCO (subset)computer vision18Feb 26, 2026
Object DetectionCOCO Novel #20 2014/2017 (test)computer vision18Feb 26, 2026
Object DetectionCOCO Base #60 2014 2017 (test)computer vision18Feb 26, 2026
Object DetectionCOCO Overall #80 2014/2017 (test)computer vision18Feb 26, 2026
Concept AttributionCOCO (test)computer visionnlp18Feb 26, 2026
Text-to-Image GenerationMS-COCO 512x512 with SDv3.5image generation editing18Feb 26, 2026
Object Hallucination EvaluationCHAIR MS COCO based (test)multimodalcomputer vision18Feb 26, 2026
Image CaptioningMSCOCO 500-sample subset (val)multimodalcomputer vision+118Feb 26, 2026
Open-Vocabulary SegmentationNatural-scene (NS) benchmark suite V21, PC60, COCO-O, V20, PC59, COCO-S, City, ADEcomputer vision18Feb 26, 2026
Referring Expression GroundingRefCOCOg (val)computer visionnlp18Jun 9, 2026
Referring Expression GroundingRefCOCO+ (val)computer visionnlp18Jun 9, 2026
Image GenerationLAION-COCO Verticalimage generation editing18Feb 26, 2026
Image GenerationLAION-COCO Horizontalimage generation editing18Feb 26, 2026
Clock ReadingCOCO, OpenImages, and Clock Movies Averaged (test)computer vision18Feb 26, 2026
Image Manipulation LocalizationCocoGlide (test)computer vision18Feb 26, 2026