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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
Text-to-Image GenerationMS-COCOimage generation editing21Jun 2, 2026
Watermark GenerationCOCOimage generation editing21Feb 26, 2026
Image CaptioningMSCOCO (random sampling of 500 instances)multimodalcomputer vision+121Feb 26, 2026
Object HallucinationMSCOCO (test)computer visionmultimodal21Feb 26, 2026
Referring Expression ComprehensionRefCOCOgcomputer visionnlp21Mar 10, 2026
Text-to-image generationMS COCO 2017 (test)image generation editing21May 26, 2026
Object Hallucination EvaluationPOPE MSCOCO (val)multimodalcomputer vision21Feb 26, 2026
Long-Tailed Multi-Label Visual RecognitionCOCO Long-Tailed (test)computer vision21Feb 26, 2026
Instance SegmentationCOCOcomputer vision21Jun 16, 2026
Machine TranslationMSCOCO En-Frnlp21Jun 16, 2026
Text-to-image generationMS-COCO zero-shot FID-30k 256x256image generation editing21Feb 26, 2026
Instance SegmentationCOCO 2017 (train/val)computer vision21Feb 26, 2026
Text-to-Image GenerationMS-COCO Captions 30,000 (val)image generation editing21Feb 26, 2026
Object DetectionMS-COCO 48/17 base/novelcomputer vision21Feb 26, 2026
ClassificationMSCOCO-GLT (ALT protocol)computer visionnlp+321Feb 26, 2026
ClassificationMSCOCO (GLT protocol)computer visionnlp+321Feb 26, 2026
ClassificationMSCOCO-GLT (CLT protocol)computer visionnlp+321Feb 26, 2026
Gender ClassificationCOCO 100% spurious correlationcomputer vision20May 13, 2026
Surrogate detection under model extraction attackCocoadversarial safety security20May 8, 2026
Caption EvaluationMSCOCOcomputer visionnlp20May 1, 2026
AttributionCOCO (val)retrieval search ragnlp20Apr 27, 2026
Image ClassificationInfrared-COCOcomputer vision20Apr 6, 2026
Zero-shot ClassificationCOCO-80nlpcomputer vision20Mar 31, 2026
Image ClassificationBG-COCOcomputer vision20Mar 23, 2026
General Generation FidelityCOCOimage generation editing20Mar 10, 2026