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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
Grounded Text-to-Image GenerationCOCO 2014 (val)image generation editingmultimodal26Feb 27, 2026
Semantic SegmentationCOCO-20i 5-shotcomputer vision26Feb 26, 2026
Object DetectionCOCO-Ccomputer vision26Mar 18, 2026
Text-to-Image RetrievalMSCOCO Captionmultimodalretrieval search rag26Feb 26, 2026
Image-to-Text RetrievalMSCOCO Captionmultimodalretrieval search rag26Feb 26, 2026
Incremental Semantic SegmentationCOCOcomputer vision26Jun 4, 2026
Multi-label Image ClassificationMS-COCOcomputer vision26May 12, 2026
Unsupervised image segmentationCOCO-Stuff (test)computer vision26Feb 26, 2026
Instance SegmentationMS COCO novel classes val5k (minival)computer vision26Feb 27, 2026
Caption RetrievalMS COCO Karpathy 5k (test)multimodalretrieval search rag26Feb 26, 2026
Semantic SegmentationCOCO-Stuff 9 (val)computer vision25Jun 15, 2026
Object Detection Explanation FaithfulnessMS-COCOcomputer vision25May 19, 2026
Image CaptioningCOCOmultimodalcomputer vision+125May 19, 2026
Object Hallucination AssessmentMSCOCO (500 random samples)computer vision25Apr 8, 2026
Whole-body pose estimationCOCO-WholeBody (val)computer vision25Mar 16, 2026
Semantic SegmentationCOCOcomputer vision25Jun 15, 2026
Open-Vocabulary SegmentationCOCO-Object (COCO-O) (val)computer vision25Feb 26, 2026
Object DetectionCOCO 70+10 scenario 2017 (val)computer vision25Mar 4, 2026
Object DetectionCOCO 40+40 scenario 2017 (val)computer vision25Mar 4, 2026
Region-level captioningRefCOCOgcomputer visionnlp25Apr 28, 2026
Object DetectionCOCO open-vocabulary (test)computer vision25Feb 27, 2026
HOI DetectionV-COCO v1 (test)computer vision25Feb 26, 2026
Referring SegmentationRefCOCOgcomputer visionmultimodal25Jul 8, 2026
Object CompositionCOCOcomputer vision25Feb 27, 2026
Object DetectionCOCOcomputer vision25Mar 10, 2026