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董彬 长聘副教授:Data- and Task-Driven CT Imaging by Deep Learning

本站小编 Free考研考试/2021-12-26


Academy of Mathematics and Systems Science, CAS
Colloquia & Seminars
Speaker: 董彬 长聘副教授，北京大学北京国际数学研究中心
Inviter: 陈冲 副研究员
Title:
 Data- and Task-Driven CT Imaging by Deep Learning
Time & Venue:
 2021.12.03 10:00-11:30 科技综合楼311教室
Abstract:
 In this talk, I will start with a brief review of the dynamics and optimal control perspective on deep learning. Then, I will present some of our recent studies on how this perspective may help us to advance CT imaging and image-based diagnosis further. Specifically, I will focus on how to combine the wisdom from mathematical modeling with ideas from deep learning. Such combination leads to new data-driven/task-driven image reconstruction models and new data-driven scanning strategies for CT imaging, and with a potential to be generalized to other imaging modalities. I will also briefly discuss how machine learning may advance computational imaging and some of the challenge we are facing.

相关话题/科技 副研究员 数学 国际 北京

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