|
|
@ -1,7 +1,7 @@ |
|
|
|
\section{Introduction} |
|
|
|
\label{sec:introduction} |
|
|
|
|
|
|
|
The turn over frequency while sleeping is an important index to quantify the |
|
|
|
The turning over frequency while sleeping is an important index to quantify the |
|
|
|
health of elderly. Many wearable devices can also achieve the same purpose, but |
|
|
|
many study show that the elderly feel uncomfortable with wearing such devices |
|
|
|
all days.\textcolor{red}{(source?)}. By the low resolution thermal camera, we |
|
|
@ -10,15 +10,17 @@ like the RGB camera. |
|
|
|
|
|
|
|
{\bf Contribution} |
|
|
|
|
|
|
|
In this work, we deployed multiple low resolution thermal camera to monitor the |
|
|
|
turn over frequency while sleeping. With multiple thermal camera, |
|
|
|
Super-resolution techniques, and our method, we can have 50\% recall rate and 83\% precision |
|
|
|
on turning over detection. |
|
|
|
In this work, we deployed multiple low resolution thermal cameras to monitor the |
|
|
|
turning over frequency while sleeping. We propose a data fusing and enhancement method |
|
|
|
to fuse multiple Grideye |
|
|
|
thermal sensors into a low-resolution thermal image, and use Super-resolution techniques |
|
|
|
to enhance the resolution. With our pose detection method, we have 65\% accuracy of pose |
|
|
|
detection, and 50\% recall rate and 83\% precision of turning over detection. |
|
|
|
|
|
|
|
|
|
|
|
The remaining of this paper is organized as follows. Section~\ref{sec:bk_related} |
|
|
|
presents background for developing the methods. Section~\ref{sec:design} presents |
|
|
|
the system architecture, and the developed mechanisms. Section~\ref{sec:eval} |
|
|
|
presents the evaluation results of proposed mechanism and Section~\ref{sec:conclusion} summaries our works. |
|
|
|
%The remaining of this paper is organized as follows. Section~\ref{sec:bk_related} |
|
|
|
%presents background for developing the methods. Section~\ref{sec:design} presents |
|
|
|
%the system architecture, and the developed mechanisms. Section~\ref{sec:eval} |
|
|
|
%presents the evaluation results of proposed mechanism and Section~\ref{sec:conclusion} summaries our works. |
|
|
|
|
|
|
|
|