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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
Constrained Online Convex OptimizationConstrained Online Convex Optimization (COCO)miscellaneous0Jul 1, 2026
General NLP & CV EvaluationCOCO—0Mar 24, 2026
Quantitative Phase ImagingHCOCO Synthetic (test)computer visionbio medical0Feb 26, 2026
Image WatermarkingCOCOimage generation editingcomputer vision0Feb 26, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+10Feb 26, 2026
Image RetrievalCOCO 2014retrieval search ragcomputer vision0Feb 26, 2026
Object DetectionMS-COCO 80 classes total (20 novel) (val)computer visionObject Detection on MS-COCO 80 classes total (20 novel) (val) performance trend0Feb 26, 2026
Object DetectionMS-COCO gFSOD (test)computer visionObject Detection on MS-COCO gFSOD (test) performance trend0Feb 26, 2026
Instance SegmentationMS-COCOcomputer vision0Feb 26, 2026
Object DetectionCOCO OVD (val)computer visionObject Detection on COCO OVD (val) performance trend0Feb 26, 2026
Image CaptioningMS-COCO, CC3M, CC12M, VG, SBU mixed (train)multimodalcomputer vision+10Feb 26, 2026
Image CaptioningMS-COCO, CC3M, CC12M, VG, SBU, ALT200M + 0.6B mixed (train)multimodalcomputer vision+10Feb 26, 2026
Image CaptioningMS-COCO 2014 (train)multimodalcomputer vision+10Feb 26, 2026
Image CaptioningMS-COCO (test)multimodalcomputer vision+10Feb 26, 2026
Referring SegmentationFP-RefCOCOg (test)computer visionmultimodal0Feb 26, 2026
Referring SegmentationFP-RefCOCO (test)computer visionmultimodal0Feb 26, 2026
Referring SegmentationRefCOCO+ standardcomputer visionmultimodalReferring Segmentation on RefCOCO+ standard performance trend0Feb 26, 2026
Referring SegmentationRefCOCO standardcomputer visionmultimodalReferring Segmentation on RefCOCO standard performance trend0Feb 26, 2026
ClassificationMS COCO 65 seen and 15 unseen classes (val)computer visionnlp+30Feb 26, 2026
Visual CaptioningMS-COCO English out-of-domain (test)multimodalcomputer vision+10Feb 26, 2026
Open-vocabulary Object DetectionCOCO OVDcomputer vision0Feb 26, 2026
Instance SegmentationMS-COCO (novel)computer visionInstance Segmentation on MS-COCO (novel) performance trend0Feb 26, 2026
Semi-supervised Object DetectionCOCO 2017 (10% labeled)computer vision0Feb 26, 2026
Semi-supervised Object DetectionCOCO 2017 (5% labeled)computer vision0Feb 26, 2026
Semi-supervised Object DetectionCOCO 2017 (2% labeled)computer vision0Feb 26, 2026