Title :
Human Detection in Video Using Poselet Combine with Gradient Local Auto Correlation Classifier
Author :
Thuong-Khanh Tran ; Ngoc-Nam Bui ; Jin-young Kim
Author_Institution :
Dept. of ECE, Chonnam Nat. Univ., Gwangju, South Korea
Abstract :
In this paper, we propose a new method to identify human in video. By using poselet, a novel technique to detect human with different poses, we combine with Gradient Local Auto Correlation classifier method to reduce the false detection in frames. Through experimental result, our technique has the high accuracy in various environments. And it also removes efficiently false detection.
Keywords :
gradient methods; object detection; video signal processing; computer vision; false detection; gradient local auto correlation classifier method; human detection; poselet; Correlation; Databases; Educational institutions; Feature extraction; Joints; Training; Vectors;
Conference_Titel :
IT Convergence and Security (ICITCS), 2014 International Conference on
Conference_Location :
Beijing
DOI :
10.1109/ICITCS.2014.7021775