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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
Free-viewing scanpath predictionCOCO-FreeView (test)computer vision9Feb 26, 2026
Instance SegmentationCOCO 36 (test-dev)computer vision9Feb 26, 2026
Visual GroundingRefCOCO+ v1 (val)multimodalcomputer vision9Feb 26, 2026
Visual GroundingRefCOCO v1 (val)multimodalcomputer vision9Feb 26, 2026
Object DetectionCOCO zero-shotcomputer vision9Feb 26, 2026
Text-to-image GenerationMSCOCO 2017 (5k)image generation editing9Feb 26, 2026
Object DetectionCOCO-80 (val)computer vision9Feb 26, 2026
Controllable Image Generation (HED)COCO 2017 (val)image generation editing9Mar 31, 2026
Interactive SegmentationCOCO^S (seen)computer vision9Feb 26, 2026
Multi-label Image ClassificationMS-COCOcomputer vision9Feb 26, 2026
Attribute-controlled Machine TranslationCOCOA-MT (aggregated)nlp9Feb 26, 2026
Conditional Image GenerationCOCO (val)image generation editing9Feb 26, 2026
Interactive SegmentationCOCOcomputer vision9Feb 26, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+19Feb 26, 2026
Text-to-image synthesis evaluation (Human Correlation - Error Counting)COCO 2017image generation editing9Feb 26, 2026
Text-to-image synthesis evaluation (Human Correlation - Error Counting)COCO 2014image generation editing9Feb 26, 2026
Text-to-image synthesis evaluation (Human Correlation - Overall)COCO 2017 (test)image generation editing9Feb 26, 2026
Text-to-image synthesis evaluation (Human Correlation - Overall)COCO 2014 (test)image generation editing9Feb 26, 2026
Semantic SegmentationCOCO 20^2 (val)computer vision9Feb 26, 2026
Open Vocabulary Semantic SegmentationADE20K COCO-trained (val)computer vision9Feb 26, 2026
Unsupervised Semantic SegmentationCOCO (val)computer vision9Feb 26, 2026
Unsupervised Image SegmentationCOCO-Stuff 3computer vision9Feb 26, 2026
Unsupervised Image SegmentationCOCO-Stuffcomputer vision9Feb 26, 2026
Object DetectionCOCO Open-vocabulary 2 (test)computer vision9Feb 26, 2026
Class-agnostic Object DetectionMS COCOcomputer vision9Feb 26, 2026