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The photographs inside our instruction knowledge are crawled from the online market place (most are authentic pictures), though there might be a fair quantity of cartoon images while in the schooling info of CLIP. The 2nd change lies in the fact that CLIP utilizes image-text pairs with strong semantic correlation (by term filtering) while we use we