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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
Image-Text RetrievalMS-COCO (test)multimodalretrieval search rag10Feb 26, 2026
DetectionCocoGlidecomputer vision10Feb 26, 2026
Adversarial AttackCOCO (test)adversarial safety securitycomputer vision10Feb 26, 2026
Object DetectionCOCOcomputer vision10Feb 26, 2026
Object CountingCOCO-UniFS (val)computer vision10Feb 27, 2026
Text-to-Image SynthesisCOCO 10K prompts 2014image generation editing10Feb 26, 2026
Sentence-to-Image RetrievalFlickr30k zero-shot generalization from MS-COCO (test)multimodalnlp+110Feb 26, 2026
Unsupervised Open-vocabulary Semantic SegmentationCOCO Stuff (val)computer vision10Feb 26, 2026
Scanpath PredictionCOCO-Search18 83 (test)computer vision10Feb 26, 2026
Image SegmentationFS-COCO (test)computer vision10Feb 26, 2026
Object Recognition (Cross-Validation)COCO (val)computer vision10Feb 26, 2026
Detailed Image CaptioningMS COCO 2014 (val)computer visionnlp10Feb 26, 2026
Pose ControlMSCOCO (val)computer vision10Feb 26, 2026
Scanpath PredictionCOCO-Search18 target-present (test)computer vision10Feb 26, 2026
Target-absent search scanpath predictionCOCO-Search18 target-absent (test)computer vision10Feb 26, 2026
Scribble-to-image generationCOCO (val)image generation editingcomputer vision10Feb 26, 2026
Referring Expression ComprehensionRefCOCO+computer visionnlp10Feb 26, 2026
Referring Expression SegmentationRefCOCOcomputer visionmultimodal10May 7, 2026
Class-agnostic Instance SegmentationCOCO 2017 (val)computer vision10Feb 27, 2026
Image HarmonizationiHarmony4 HCOCO 256x256 LR (test)image generation editingcomputer vision10Feb 26, 2026
Instance SegmentationCOCO non-asterisked 2017 (test-dev)computer vision10Feb 26, 2026
Image-to-caption generationMS-COCO (val)computer visionmultimodal10Feb 26, 2026
Multi-Label RecognitionMS-COCO Single Positive Labelcomputer vision10Feb 26, 2026
Body Pose EstimationCOCO-SinglePerson 1.0 (val)computer vision10Feb 26, 2026
Image CaptioningMSCOCO En (test)multimodalcomputer vision+110Feb 26, 2026