\section{Conclusion\label{sec:conclusion}} In this paper, we propose a data fusing and enhancement method to fuse data from multiple low-resolution thermal sensors and use the SRCNN to enhance resolution, the result shows that it can slightly improve the accuracy of single frame pose detection. We also propose a turning over detection method using multiple frames to reduce the noise and considering the trend of pose change to deal with the residual heat.