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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
Referring Expression SegmentationRefCOCOg (val-u)computer visionmultimodalReferring Expression Segmentation on RefCOCOg (val-u) performance trend95Jun 4, 2026
Few-shot Semantic SegmentationCOCO 20i 1-shotcomputer visionFew-shot Semantic Segmentation on COCO 20i 1-shot performance trend93Jun 26, 2026
Semantic SegmentationCOCO Stuff-27 (val)computer vision92May 28, 2026
Open Vocabulary Semantic SegmentationCOCO Stuff without backgroundcomputer vision90May 13, 2026
Referring Image SegmentationRefCOCO+ (test A)computer visionmultimodalReferring Image Segmentation on RefCOCO+ (test A) performance trend89Feb 27, 2026
Open Vocabulary Semantic SegmentationCOCO Object with backgroundcomputer vision87May 13, 2026
Multi-label recognitionMS-COCOcomputer vision87Jun 11, 2026
Unsupervised Object DiscoveryCOCO 20Kcomputer vision86May 19, 2026
Open Vocabulary Semantic SegmentationCOCO-Stuffcomputer visionOpen Vocabulary Semantic Segmentation on COCO-Stuff performance trend84Jun 23, 2026
Object DetectionMS-COCO 2017 (test)computer vision82Feb 26, 2026
Text-to-Image RetrievalMS-COCO (test)multimodalretrieval search rag82Apr 28, 2026
Object Hallucination EvaluationMSCOCO 2014 (val)multimodalcomputer vision81May 29, 2026
Image CaptioningMS-COCOmultimodalcomputer vision+181May 21, 2026
Object DetectionMS COCO (test)computer vision81Feb 26, 2026
Multi-label ClassificationMS-COCO 2014 (test)computer visionnlp+281May 28, 2026
Robust WatermarkingCOCO (test)computer vision80Feb 26, 2026
Few-Shot Semantic SegmentationCOCO-20i (test)computer vision79Feb 26, 2026
Referring Expression SegmentationRefCOCOg (test-u)computer visionmultimodal78Jun 4, 2026
Few-Shot SegmentationCOCO-20^icomputer vision78Jul 1, 2026
Few-shot Semantic SegmentationCOCO-20i (val)computer vision78Feb 26, 2026
Text-to-Image GenerationCOCO 30kimage generation editing77Jun 30, 2026
Semantic SegmentationCOCO-Stuff 164K (test)computer vision77May 25, 2026
Human-Object Interaction DetectionV-COCO 1.0 (test)computer vision76Feb 26, 2026
Image CaptioningMS-COCO online (test)multimodalcomputer vision+1Image Captioning on MS-COCO online (test) performance trend76May 26, 2026
Referring Image SegmentationRefCOCOg (test)computer visionmultimodal75May 14, 2026