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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-to-text RetrievalMS-COCO (test)multimodalretrieval search ragImage-to-text Retrieval on MS-COCO (test) performance trend127Apr 28, 2026
Algorithm Selection for Continuous Black-Box OptimisationCOCO BBOB Evaluation Protocols (LIO, Random, LPO)miscellaneous125Apr 13, 2026
Image ReconstructionCOCO 2017 (val)computer vision123Mar 26, 2026
Instance SegmentationMS COCOcomputer vision123Jul 7, 2026
Object DetectionMS COCO novel classes 2017 (val)computer vision123Feb 27, 2026
Visual Hallucination EvaluationMSCOCOcomputer visionmultimodal122Jun 24, 2026
Object Hallucination EvaluationMS-COCO POPE Randommultimodalcomputer vision121Jun 1, 2026
Referring Image SegmentationRefCOCO+ (testA)computer visionmultimodal121Jun 23, 2026
Image-to-Text RetrievalMS-COCO 1K (test)multimodalretrieval search rag121Feb 26, 2026
Image CaptioningMS COCO (test)multimodalcomputer vision+1120Mar 16, 2026
Semantic SegmentationCOCOcomputer visionSemantic Segmentation on COCO (mIoU) performance trend119Jun 16, 2026
Text-to-Image RetrievalMSCOCO 1K (test)multimodalretrieval search ragText-to-Image Retrieval on MSCOCO 1K (test) performance trend118Mar 31, 2026
Object Hallucination EvaluationPOPE MSCOCOmultimodalcomputer vision114Jun 30, 2026
Referring Image SegmentationRefCOCOg (val)computer visionmultimodal114May 14, 2026
Visual Question AnsweringCOCOmultimodalcomputer vision+1106Apr 15, 2026
Text-to-image generationCOCOimage generation editing104Jul 2, 2026
Multi-Person Pose EstimationCOCO (test-dev)computer vision101Feb 26, 2026
Semantic SegmentationCOCO Object (val)computer vision101May 7, 2026
Multi-person Pose EstimationCOCO 2017 (test-dev)computer vision99Feb 26, 2026
Watermark extractionCOCOcomputer vision98Feb 26, 2026
Image RetrievalMS-COCO (test)retrieval search ragcomputer vision98Feb 26, 2026
Few-shot Semantic SegmentationCOCO 5-shot 20icomputer visionFew-shot Semantic Segmentation on COCO 5-shot 20i performance trend98Jun 26, 2026
Referring SegmentationrefCOCO (val)computer visionmultimodalReferring Segmentation on refCOCO (val) performance trend96Jul 8, 2026
Image-to-Text RetrievalMSCOCO (1K test)multimodalretrieval search ragImage-to-Text Retrieval on MSCOCO (1K test) performance trend96Mar 31, 2026
Referring SegmentationrefCOCO (testA)computer visionmultimodalReferring Segmentation on refCOCO (testA) using cIoU performance trend95Jul 8, 2026