Scanning coherent diffraction imaging using cascaded residual network

Mengnan Liu; Yu Han; Xiaoqi Xi; Linlin Zhu; Qi Zhong; Ningning Liang; Lei Li; Bin Yan

doi:10.1117/12.3011412

8 November 2023 Scanning coherent diffraction imaging using cascaded residual network

Mengnan Liu, Yu Han, Xiaoqi Xi, Linlin Zhu, Qi Zhong, Ningning Liang, Lei Li, Bin Yan

Proceedings Volume 12923, Third International Conference on Artificial Intelligence, Virtual Reality, and Visualization (AIVRV 2023); 1292328 (2023) https://doi.org/10.1117/12.3011412
Event: 3rd International Conference on Artificial Intelligence, Virtual Reality and Visualization (AIVRV 2023), 2023, Chongqing, China

Abstract

Ptychography is a powerful technique that combines scanning transmission X-ray microscopy (STXM) and coherent diffraction imaging (CDI). Thanks to the fluctuation of light and the development of phase retrieval algorithms, ptychography has achieved ultra-high imaging resolution. However, iterative solutions are time consuming. A cascaded residual network is used to recover the amplitude and phase information of the sample directly from the received diffraction patterns. With the powerful coding and decoding capabilities of the residual blocks, the correspondence between diffraction patterns and sample distribution information can be learned by the network. Experimental results show that the use of cascaded residual blocks enhances the reconstructive capability of the network.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Mengnan Liu, Yu Han, Xiaoqi Xi, Linlin Zhu, Qi Zhong, Ningning Liang, Lei Li, and Bin Yan "Scanning coherent diffraction imaging using cascaded residual network", Proc. SPIE 12923, Third International Conference on Artificial Intelligence, Virtual Reality, and Visualization (AIVRV 2023), 1292328 (8 November 2023); https://doi.org/10.1117/12.3011412

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available