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Table 8: 

Results with Sep +Coop and Joint +Coop reranking the top-k candidates. Bold numbers indicate which k value resulted in the highest score for each separate model.

ModelkImage RetrievalText RetrievalImage RetrievalText RetrievalImage RetrievalText Retrieval
R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10
MSCOCO 1kMSCOCO 5kFlickr30k
Sep+Coop 10 75.4 94.8 97.2 88.4 98.8 99.7 53.2 80.3 86.6 71.1 90.9 94.3 75.9 92.2 93.4 89.2 97.8 98.4 
20 75.3 95.2 98.1 87.9 98.9 99.8 52.8 80.5 88.5 70.2 91.6 95.0 76.0 93.0 95.0 88.7 98.3 99.2 
50 75.2 95.0 98.2 87.9 99.1 99.8 52.6 80.1 88.4 70.1 91.4 95.5 75.9 93.4 96.3 88.9 98.4 99.4 
 
Joint+Coop 10 75.4 95.5 97.8 88.0 98.8 99.9 54.8 81.2 88.0 70.9 91.2 95.0 76.5 93.2 95.0 88.9 97.3 98.6 
20 75.5 95.4 98.2 88.1 98.6 99.5 54.7 81.3 88.9 70.8 91.0 95.2 76.4 93.6 96.2 89.4 97.7 99.0 
50 75.4 95.4 98.3 88.2 98.4 99.4 54.6 81.2 88.8 70.7 91.1 95.3 76.5 93.5 96.5 89.1 98.0 98.9 
ModelkImage RetrievalText RetrievalImage RetrievalText RetrievalImage RetrievalText Retrieval
R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10R@1R@5R@10
MSCOCO 1kMSCOCO 5kFlickr30k
Sep+Coop 10 75.4 94.8 97.2 88.4 98.8 99.7 53.2 80.3 86.6 71.1 90.9 94.3 75.9 92.2 93.4 89.2 97.8 98.4 
20 75.3 95.2 98.1 87.9 98.9 99.8 52.8 80.5 88.5 70.2 91.6 95.0 76.0 93.0 95.0 88.7 98.3 99.2 
50 75.2 95.0 98.2 87.9 99.1 99.8 52.6 80.1 88.4 70.1 91.4 95.5 75.9 93.4 96.3 88.9 98.4 99.4 
 
Joint+Coop 10 75.4 95.5 97.8 88.0 98.8 99.9 54.8 81.2 88.0 70.9 91.2 95.0 76.5 93.2 95.0 88.9 97.3 98.6 
20 75.5 95.4 98.2 88.1 98.6 99.5 54.7 81.3 88.9 70.8 91.0 95.2 76.4 93.6 96.2 89.4 97.7 99.0 
50 75.4 95.4 98.3 88.2 98.4 99.4 54.6 81.2 88.8 70.7 91.1 95.3 76.5 93.5 96.5 89.1 98.0 98.9 
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