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Super-Resolution of Active Terahertz Imaging via SRGAN

  • Xi'an Jiaotong University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Due to the absence of ionizing radiation, terahertz waves hold great potential for applications in human security inspection. However, accurate recognition of hidden targets from terahertz images poses a significant challenge to its practical applications. This study investigates the feasibility of Generative Adversarial Networks (GANs) for super-resolution processing of active terahertz (THz) images. Through the application of deep learning techniques, we propose an advanced approach to enhance the spatial resolution of active THz imaging by translating low-resolution THz imaging images into high-resolution counterparts. The experimental findings underscore the notable advantages of our method in elevating the quality of THz images with more detailed image information. This research holds significant implications for augmenting the application potential and performance of THz imaging technology, thereby laying a solid foundation for the practical deployment of high-resolution THz imaging in diverse domains, including medical diagnostics and security screenings.

Original languageEnglish
Title of host publicationProceedings of the 5th China and International Young Scientist Terahertz Conference, Volume 2 - YTHZ 2024
EditorsChao Chang, Yaxin Zhang, Ziran Zhao, Yiming Zhu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages93-98
Number of pages6
ISBN (Print)9789819739127
DOIs
StatePublished - 2024
Event5th China and International Young Scientist Terahertz Conference, YTHZ 2024 - Chengdu, China
Duration: 22 Mar 202424 Mar 2024

Publication series

NameSpringer Proceedings in Physics
Volume401 SPPHY
ISSN (Print)0930-8989
ISSN (Electronic)1867-4941

Conference

Conference5th China and International Young Scientist Terahertz Conference, YTHZ 2024
Country/TerritoryChina
CityChengdu
Period22/03/2424/03/24

Keywords

  • SRGAN
  • Super resolution
  • THz imaging system

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