Research on improving the authenticity of simulated infrared image using adversarial networks

Xuejian Li; Chengpo Mu; Ruiheng Zhang; Yu Yang; Yanjie Wang

doi:10.1117/12.2539602

14 August 2019 Research on improving the authenticity of simulated infrared image using adversarial networks

Xuejian Li, Chengpo Mu, Ruiheng Zhang, Yu Yang, Yanjie Wang

Proceedings Volume 11179, Eleventh International Conference on Digital Image Processing (ICDIP 2019); 1117902 (2019) https://doi.org/10.1117/12.2539602
Event: Eleventh International Conference on Digital Image Processing (ICDIP 2019), 2019, Guangzhou, China

Abstract

When the real infrared image is insufficient, the simulation infrared image is an important data supplement to the real infrared image. However, the authenticity of simulated infrared image often does not meet the requirements of real images. So improving the authenticity of simulated infrared image plays an important role in related fields. In order to achieve this goal, a method based on deep learning is proposed in this paper. Unlike traditional methods of using manual modification by experience, the proposed method can convert non-realistic simulation infrared image input into a realistic one with similar scene structure. First, we generate a large number of simulation infrared images through the simulation system. Then, we propose an optimization method to improve the authenticity of simulated infrared images. Finally, we designed a comparison experiment between the original simulation infrared image and the optimized simulation infrared image, and finally verify the effectiveness.

Citation Download Citation

Xuejian Li, Chengpo Mu, Ruiheng Zhang, Yu Yang, and Yanjie Wang "Research on improving the authenticity of simulated infrared image using adversarial networks", Proc. SPIE 11179, Eleventh International Conference on Digital Image Processing (ICDIP 2019), 1117902 (14 August 2019); https://doi.org/10.1117/12.2539602

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

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
8 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Infrared imaging

Infrared radiation

Thermal modeling

3D modeling

Image processing

Data modeling

Computer simulations

Show All Keywords

Keywords/Phrases

Search In:

Publication Years