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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 SegmentationRefCOCO UMD partition (test B)computer visionmultimodal23Mar 26, 2026
Image ReconstructionMS-COCO 256x256 2017 (val)computer vision23Apr 29, 2026
Text-to-ImageMS-COCO 5K prompts 2014 (val)image generation editing23Feb 26, 2026
Gender ClassificationMS COCO subset (test)computer vision23Feb 26, 2026
Class RetrievalCOCOcomputer vision23Feb 26, 2026
Visual GroundingRefCOCO (test)multimodalcomputer vision23May 20, 2026
Image WatermarkingCOCO Datasetimage generation editingcomputer vision23Feb 27, 2026
Safe Text-to-Image GenerationCOCO 3Kimage generation editingadversarial safety security23Feb 26, 2026
Human-Object Interaction DetectionV-COCOcomputer vision23Feb 27, 2026
Image CaptioningCOCO 17multimodalcomputer vision+123Feb 26, 2026
Text-to-Image GenerationLAION-COCOimage generation editing23May 18, 2026
Semantic SegmentationCOCO-Object with background class (val)computer vision23Feb 26, 2026
Object ClassificationCOCO 2017 (val)computer vision23Feb 26, 2026
Machine TranslationMSCOCO En-Denlp23Jun 16, 2026
Semantic SegmentationCOCO 20^i (cross-validation)computer vision23Feb 26, 2026
Object DetectionMS-COCO 2014 (minival)computer vision23Feb 26, 2026
Object DetectionPASCAL VOC + COCO-20 2007 (test)computer vision23Feb 26, 2026
Panoptic SegmentationCOCO (test)computer vision23Feb 26, 2026
Human Pose EstimationCOCO keypoint (val)computer vision23Feb 26, 2026
Referring Expression GroundingRefCOCO+ (testB)computer visionnlp23Jun 9, 2026
Referring Expression GroundingRefCOCO+ (testA)computer visionnlp23Jun 9, 2026
Multi-Label Image RecognitionMS-COCO (val)computer vision23Feb 26, 2026
Layout-to-Image GenerationCOCO-Stuffimage generation editing23Feb 26, 2026
Training Data Exposure DetectionCOCO (train vs Non-training)adversarial safety security22Jun 24, 2026
Text-to-Image GenerationMSCOCO 10k (val)image generation editing22May 27, 2026