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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
Weakly Supervised Object DetectionCOCO 2014 (test)computer vision6Feb 26, 2026
Human Pose EstimationCOCO (test-challenge)computer vision6Feb 26, 2026
Instance SegmentationCOCO LVIS annotations 2017 (val)computer vision6Feb 26, 2026
Referring Expression Object SegmentationRefCOCOg Standard (val)computer visionnlp6Feb 26, 2026
Object DetectionCOCO 2014 (test-dev)computer vision6Feb 26, 2026
Pose EstimationCOCO 2017 (test-challenge)computer vision6Feb 26, 2026
Panoptic SegmentationCOCO 2017 2018 (val)computer vision6Feb 26, 2026
Pointwise LocalizationMS COCO 2014 (val)computer vision6Feb 26, 2026
Instance SegmentationCOCO Person category (test-dev)computer vision6Feb 26, 2026
Human Pose EstimationMSCOCO Keypoint Challenge 2016 (test)computer vision6Feb 26, 2026
Text DetectionCOCO-Textcomputer vision6Feb 26, 2026
Semantic LabellingPascal VOC 2012 + COCO (test)computer vision6Feb 26, 2026
Text-driven image editingCOCO-based (test)image generation editingmultimodal6Feb 26, 2026
Referring DescriptionRefCOCOg (val)computer visionnlp6Feb 26, 2026
Keypoint LocalizationCropCOCO (val)computer vision6Feb 26, 2026
Object Hallucination ProbingCOCO POPE (Adversarial)computer visionnlp6Feb 26, 2026
CaptioningCOCO (test)computer visionmultimodal+15Jul 9, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCOg (val)computer visionnlp5Jul 7, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCO+ (testB)computer visionnlp5Jul 7, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCO+ (testA)computer visionnlp5Jul 7, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCO+ (val)computer visionnlp5Jul 7, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCO (testB)computer visionnlp5Jul 7, 2026
Weakly Supervised Referring Expression ComprehensionRefCOCO (val)computer visionnlp5Jul 7, 2026
Text-to-Image GenerationCOCO 500 prompts (val)image generation editing5Jul 3, 2026
Image-to-text retrievalMS-COCOmultimodalretrieval search rag5Jun 30, 2026