A Smart System for Face Detection with Spatial Correlation Improvement in IoT Environment

被引:0
|
作者
Lu, Jiang [1 ]
Fu, Xingang [2 ]
Zhang, Ting [3 ]
机构
[1] Univ Houston Clear Lake, Dept Comp Engn, Houston, TX 77058 USA
[2] Texas A&M Univ, Dept Elect Engn & Comp Sci, Kingsville, TX 78363 USA
[3] Univ Houston Downtown, Dept CSET, Houston, TX 77002 USA
关键词
face detection; Internet of Things (IoT); spatial correlation;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents an Internet of Things (IoT) based face detection system. The main objective is to build a fully automated human face detection system for images with complex backgrounds. Our system can capture images and run face detection algorithms on each IoT smart camera device, which is required to write face detection program code. The raspberry Pi 3 board is used as the gateway of IoT smart camera device with a camera on it. The final detected faces will be sent to remote devices, e.g. cell phones and laptops. Two main steps are used to detect faces: 1) cascade classifiers for face detection first and then 2) spatial correlation for detection results improvement. The experimental results showed that our smart camera system gives comparable face detection performance. The average precision of 85.7%. Several promising directions for future research based on IoT are also concluded.
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页数:4
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