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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
Region-Level CaptioningrefCOCOg (test)computer visionnlp18Feb 26, 2026
Referring Expression SegmentationRefCOCO+ UNC (val)computer visionmultimodal18Mar 19, 2026
Referring Expression SegmentationRefCOCO UNC (test-A)computer visionmultimodal18Feb 26, 2026
Image-Text RetrievalMSCOCOmultimodalretrieval search rag18Feb 26, 2026
Referring Expression ComprehensiongRefCOCO (testA)computer visionnlp18Feb 26, 2026
Panoptic SegmentationCOCO closed-vocabularycomputer vision18Feb 26, 2026
Object DetectionCOCO-C 1.0 (test)computer vision18May 6, 2026
SegmentationCOCO (in-domain)computer vision18Feb 26, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+118Feb 26, 2026
Instance SegmentationCOCO 2017 v1.0 (val)computer vision18Feb 26, 2026
Generalized Few-Shot Object DetectionMS-COCO 30-shot (test)computer vision18Feb 26, 2026
Human Pose EstimationCOCO 2014 (val)computer vision18Feb 26, 2026
Human-Object Interaction DetectionV-COCO standard (test)computer vision18Feb 26, 2026
Object DetectionPASCAL VOC (VOC07 labeled + VOC12 + COCO20cls unlabeled)computer vision18Feb 26, 2026
Text-to-image synthesisMSCOCO (test)image generation editing18Feb 26, 2026
Object DetectionMSCOCO 2017 (minival)computer vision18Feb 26, 2026
Multi-label recognitionMS-COCO (val)computer vision18Feb 26, 2026
Interactive Instance SegmentationCOCO (MVal)computer vision18Apr 15, 2026
Multi-label ClassificationMS COCO 48 seen / 17 unseen classes v1computer visionnlp+218Feb 27, 2026
Object DetectionCOCO+ (val)computer vision18Feb 26, 2026
1-way segmentationCOCO-20icomputer vision18Feb 26, 2026
Instance SegmentationMS COCO (val)computer vision18Jun 26, 2026
Full-image colorizationCOCO-Stuff (val)computer vision18Feb 26, 2026
Multi-label ClassificationMS-COCO 2014 (val)computer visionnlp+218Feb 26, 2026
Text-to-Image GenerationCOCO (test)image generation editing18Apr 20, 2026