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Identifying potential associations between proteins and compounds is significant and challenging in the drug discovery process. Existing deep‐learning‐based methods tend to treat compounds and proteins as sequences or graphs. Inspired by the rapid development of computer vision technology, we argue that more abundant characterizations can be extracted from the images of compounds than from their sequences...