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三元名家論壇:Frequency domain color interpolation for CFA and AI based computer vision applications
作者:     供圖:     供圖:     日期:2023-08-19     來源:    

講座主題:Frequency domain color interpolation for CFA and AI based computer vision applications

專家姓名:Gwanggil Jeon

工作單位:仁川大學

講座時間:2023年8月30日 10:00-11:00

講座地點:計算機與控制工程學院6205

主辦單位:煙臺大學計算機與控制工程學院

內容摘要:

This seminar addresses the problem of interpolating missing color components at the output of a Bayer color filter array (CFA), a process known as demosaicking. A luma-chroma demultiplexing algorithm is presented in detail, using a least-squares design methodology for the required bandpass filters. A systematic study of objective demosaicking performance and system complexity is carried out, and several system configurations are recommended. The method is compared with other benchmark algorithms in terms of CPSNR and S-CIELAB ΔE * objective quality measures and demosaicking speed. Finally, some deep learning-based image processing applications are introduced. In addition, various application results based on artificial intelligence are introduced through examples.

主講人介紹:

Gwanggil Jeon received the B.S., M.S., and Ph.D. (summa cum laude) degrees from the Department of Electronics and Computer Engineering, Hanyang University, Seoul, Korea, in 2003, 2005, and 2008, respectively.

From 2009.09 to 2011.08, he was with the School of Information Technology and Engineering, University of Ottawa, Ottawa, ON, Canada, as a Post-Doctoral Fellow. From 2011.09 to 2012.02, he was with the Graduate School of Science and Technology, Niigata University, Niigata, Japan, as an Assistant Professor.

From 2014.12 to 2015.02 and 2015.06 to 2015.07, he was a Visiting Scholar at Centre de Mathématiques et Leurs Applications (CMLA), école Normale Supérieure Paris-Saclay (ENS-Cachan), France. From 2019 to 2020, he was a Prestigious Visiting Professor at Dipartimento di Informatica, Università degli Studi di Milano Statale, Italy. He was a Full Professor at Xidian University during 2016-2021, and now is a Full Professor at Incheon National University, Incheon, Korea.

Dr. Jeon is an IEEE Senior Member, an Associate Editor of Sustainable Cities and Society, IEEE Access, Real-Time Image Processing, Journal of System Architecture, and MDPI Remote Sensing.

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