Combined infrared simulation and pix2pix model for underground target detection

Yifan Wu; Zhengtao Li; Xin Qu; Tianxu Zhang

doi:10.1117/12.2538212

14 February 2020 Combined infrared simulation and pix2pix model for underground target detection

Yifan Wu, Zhengtao Li, Xin Qu, Tianxu Zhang

Proceedings Volume 11429, MIPPR 2019: Automatic Target Recognition and Navigation; 114290M (2020) https://doi.org/10.1117/12.2538212
Event: Eleventh International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2019), 2019, Wuhan, China

Abstract

Detecting underground target is important for national defense and security. Using the temperature field simulation, we can obtain the simulation model of the underground target. The data pattern of simulation is different from the data pattern of infrared remote sensing (RS), but the two patterns have a mapping relationship. We transform the data pattern of simulation to the data pattern of infrared RS, and then compare the transformed simulation data with the actual acquired infrared RS data to find the difference, so as to detect the underground target. Most of mappings of simulation data and infrared RS data have no sufficient robustness, and the mapping function is susceptible to external environmental factors. Using pix2pix model, a mapping approach is proposed to transform the simulation data to the infrared RS data. To evaluate this method, we take Deshengkou area of Beijing for experiment. Experiment shows that this mapping method has better robustness and adaptability.

Citation Download Citation

Yifan Wu, Zhengtao Li, Xin Qu, and Tianxu Zhang "Combined infrared simulation and pix2pix model for underground target detection", Proc. SPIE 11429, MIPPR 2019: Automatic Target Recognition and Navigation, 114290M (14 February 2020); https://doi.org/10.1117/12.2538212

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