• 日時：12 月 6 日（金）、10：00～12：00
• 場所：工学部 2 号館 31A 会議室（対面参加のみ）
• 司会：AI センター 鄭銀強 教授
• 言語：英語
• 対象者：関心のある教職員および学生

タイトル：Learned Imaging Systems

アブストラクト：Computational imaging systems are based on the joint design of optics and
associated image reconstruction algorithms. Of particular interest in recent years has been the
development of end-to-end learned “Deep Optics” systems that use differentiable optical
simulation in combination with backpropagation to simultaneously learn optical design and deep
network post-processing for applications such as hyperspectral imaging, HDR, or extended depth
of field. In this talk I will in particular focus on new developments that expand the design space
of such systems from simple DOE optics to compound refractive optics and mixtures of different
types of optical components.

略 歴 ：Wolfgang Heidrich is a Professor of Computer Science and Electrical and Computer
Engineering in the KAUST Visual Computing Center, for which he also served as director from 2014
to 2021. Prof. Heidrich joined King Abdullah University of Science and Technology (KAUST) in 2014,
after 13 years as a faculty member at the University of British Columbia. He received his PhD in
from the University of Erlangen in 1999, and then worked as a Research Associate in the
Computer Graphics Group of the Max-Planck-Institute for Computer Science in Saarbrucken,
Germany, before joining UBC in 2000. Prof. Heidrich’s research interests lie at the intersection of
imaging, optics, computer vision, computer graphics, and inverse problems. His more recent
interest is in computational imaging, focusing on hardware-software co-design of the next
generation of imaging systems, with applications such as High-Dynamic Range imaging, compact
computational cameras, hyperspectral cameras, to name just a few. Prof. Heidrich’s work on High
Dynamic Range Displays served as the basis for the technology behind Brightside Technologies,
which was acquired by Dolby in 2007. Prof. Heidrich is a Fellow of the IEEE, AAIA, and Eurographics,
and the recipient of a Humboldt Research Award as well as the ACM SIGGRAPH Computer
Graphics Achievement Award.