Training-free Design of Deep Networks as Ensembles of Clinical Experts
Tinghui Wu,
Wuyang Chen,
Zijun Zhang
Abstract:Artificial intelligence (AI) techniques such as deep learning hold tremendous potential for improving clinical practice. However, clinical data complexity and the need for extensive specialized knowledge represent major challenges in the current, human-driven model design. Moreover, as human interpretation of a clinical problem is inherently encoded in the model, the conventional single model paradigm is subjective and cannot fully capture the prediction uncertainty. Here, we present a fast and accurate framew… Show more
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