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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
SteganalysisCOCO HiNet (test)adversarial safety security1Mar 13, 2026
Hindi Image CaptioningMS-COCOmultimodalnlp+11Feb 26, 2026
Unsupervised Object SegmentationCOCO 2017 (val)computer vision1Feb 26, 2026
Conditional Image Generation (Binary Mask)COCO 5,000 samples 2017 (val)image generation editing1Feb 26, 2026
Secret embeddingCOCOcomputer vision1Feb 26, 2026
Object DetectionMSCOCO (test val)computer vision1Feb 26, 2026
Referring SegmentationRefCOCO+computer visionmultimodal1Feb 26, 2026
Instance SegmentationMSCOCO (test val)computer vision1Feb 26, 2026
Image Retrievalhuman-evaluated-COCO-CFS (test)retrieval search ragcomputer vision1Feb 26, 2026
Text Retrievalhuman-evaluated-COCO-CFS (test)retrieval search rag1Feb 26, 2026
Multilingual Image CaptioningCOCO M2M-100 Translate DEV (val)multimodalnlp1Feb 26, 2026
Text-to-Image GenerationCOCO 256 x 256 No people subset 2014 (val)image generation editing1Feb 26, 2026
Object DetectionCOCO classes 1-80 2017 (val)computer vision1Feb 26, 2026
Object DetectionCOCO classes 1-40 2017 (val)computer vision1Feb 26, 2026
Object DetectionCOCO classes 1-80computer vision1Feb 26, 2026
Object DetectionCOCO classes 1-40computer vision1Feb 26, 2026
Text-to-Image GenerationMS-COCO filtered 256x256 (val)image generation editing1Feb 26, 2026
Multimodal Image SynthesisMS-COCO 2017 (test)image generation editingmultimodal1Feb 26, 2026
Instance SegmentationMS-COCO randomly drawn boxescomputer vision1Feb 26, 2026
Object DetectionMS-COCO randomly drawn boxescomputer vision1Feb 26, 2026
Video Object SegmentationDAVIS non-COCO objects 2017 (val)computer vision1Feb 26, 2026
Video Object SegmentationDAVIS COCO objects 2017 (val)computer vision1Feb 26, 2026
Caption generationCOCO Karpathy variant 4000 (test)computer visionnlp1Feb 26, 2026
Object DetectionCOCO 2016 (test-std)computer vision1Feb 26, 2026
Text DetectionCOCO-Text (val)computer vision1Feb 26, 2026