学术报告(吴晓锋 2024.4.27)

An Ambiguity-aware AI-diagnoser of Lumbar Disc Degeneration

发布人:姚璐 发布日期:2024-04-23
主题
An Ambiguity-aware AI-diagnoser of Lumbar Disc Degeneration
活动时间
-
活动地址
新数学楼415
主讲人
吴晓锋 教授(闽南师范大学)
主持人
成诚

摘要:Clinically, doctors often make ambiguous diagnosis on the complex cases due to uncertain understanding of the diseases, which may lead to undesirable medical consequences. The existing machine vision algorithms designed by machine learning and deep learning of medical images are incapable of dealing with the ambiguous diagnosis of lumbar disc degeneration (LDD). In this talk, a label distribution is introduced to quantitatively express the diagnostic ambiguity of LDD, based on which, a new AI-diagnoser that can perceive and predict the diagnostic ambiguity of LDD is proposed and modeled by integrating the cell metabonomics, subjective probability quantification, and label distribution learning. Numerical experiments demonstrate the ability of the proposed diagnoser to automatically diagnose the ambiguous grading of LDD.