ResearchBenchmarksText-Image Retrieval on FlickrText-Image Retrieval on FlickrFollow87.7NDCG@10MIRAGE82.08483.5428586.458Oct 10, 2025Evaluation resultsMethodMethodLinksNDCG@10QPSMIRAGEvariant=w/o Opt.variant=w/o Opt.2025.1087.76.9MIRAGEvariant=w/o O1, O2variant=w/o O1, O22025.1087.5911.3MIRAGEvariant=w/o O1variant=w/o O12025.1087.2472.8MIRAGEvariant=Fullvariant=Full2025.1086.57102.9POQDalgorithm=1+N Modealgorithm=1+N Mode2025.1085.1929.7Vanillaalgorithm=1 Modealgorithm=1 Mode2025.1082.3601.4