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@@ -6,5 +6,5 @@ UMG-41M is a component of our ECCV 2024 paper, UMG-CLIP. It includes tag and cap
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  UMG-41M can be used in the following ways:
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  1. Unzip the zip packages of the individual subdatasets, each of which contains multiple subfolders. Each subfolder contains the JSON annotations corresponding to the images.
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- 2. Download the data for the individual subdatasets, and place the corresponding PNG images in the same folders as the JSON annotations.
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  3. use the WebDataset library to access this data in the code. Our code for this is included in the repository at https://github.com/lygsbw/UMG-CLIP.
 
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  UMG-41M can be used in the following ways:
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  1. Unzip the zip packages of the individual subdatasets, each of which contains multiple subfolders. Each subfolder contains the JSON annotations corresponding to the images.
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+ 2. Download the data for the individual subdatasets from their respective websites, and place the corresponding PNG images in the same folders as the JSON annotations.
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  3. use the WebDataset library to access this data in the code. Our code for this is included in the repository at https://github.com/lygsbw/UMG-CLIP.