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HiVLR: Hierarchical Vision-Language Reasoning for interpretable zero-shot radiography image understanding

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Medical vision-language pre-training on image-report pairs has shown great potential to facilitate downstream image understanding tasks. However, prior approaches commonly exhibited limited accuracy on zero-shot image tasks, and lacked sufficient interpretabil... ...