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 ______    _    _     ______     ___     _    _   
|      \\ | || | ||  /_____//   / _ \\  | \  / || 
|  --  // | || | ||  `____ `   / //\ \\ |  \/  || 
|  --  \\ | \\_/ ||  /___//   |  ___  ||| .  . || 
|______//  \____//   `__ `    |_||  |_|||_|\/|_|| 
`------`    `---`    /_//     `-`   `-` `-`  `-`  
                     `-`

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Text this: Dual-path Convolutional Image-Text Embeddings with Instance Loss