Litcius/Paper detail

Ground Moving Target Tracking and Refocusing Using Shadow in Video-SAR

Xiaqing Yang, Jun Shi, Yuanyuan Zhou, Chen Wang, Yao Hu, Xiaoling Zhang, Shunjun Wei

2020Remote Sensing38 citationsDOIOpen Access PDF

Abstract

Stable and efficient ground moving target tracking and refocusing is a hard task in synthetic aperture radar (SAR) data processing. Since shadows in video-SAR indicate the actual positions of moving targets at different moments without any displacement, shadow-based methods provide a new approach for ground moving target processing. This paper constructs a novel framework to refocus ground moving targets by using shadows in video-SAR. To this end, an automatic-registered SAR video is first obtained using the video-SAR back-projection (v-BP) algorithm. The shadows of multiple moving targets are then tracked using a learning-based tracker, and the moving targets are ultimately refocused via a proposed moving target back-projection (m-BP) algorithm. With this framework, we can perform detecting, tracking, imaging for multiple moving targets integratedly, which significantly improves the ability of moving-target surveillance for SAR systems. Furthermore, a detailed explanation of the shadow of a moving target is presented herein. We find that the shadow of ground moving targets is affected by a target’s size, radar pitch angle, carrier frequency, synthetic aperture time, etc. With an elaborate system design, we can obtain a clear shadow of moving targets even in X or C band. By numerical experiments, we find that a deep network, such as SiamFc, can easily track shadows and precisely estimate the trajectories that meet the accuracy requirement of the trajectories for m-BP.

Topics & Concepts

Computer visionComputer scienceArtificial intelligenceShadow (psychology)Tracking (education)Synthetic aperture radarMoving target indicationBack projectionRadarProjection (relational algebra)Radar imagingAlgorithmPulse-Doppler radarTelecommunicationsPedagogyPsychologyPsychotherapistAdvanced SAR Imaging TechniquesVideo Surveillance and Tracking MethodsSynthetic Aperture Radar (SAR) Applications and Techniques