Title :
Multiple human body tracking based on Normalized Cross-Correlation of Average Histogram using the Fusion of Color and thermal image sensor
Author :
Byoung-Doo Kang ; Kye-Hoon Jeon ; Dongwuk Kyoung ; Seung-Hun Kim ; Jung-Hoon Hwang
Author_Institution :
Korea Electron. Technol. Inst., Bucheon, South Korea
Abstract :
In this paper, a novel approach for tracking multiple human bodies is proposed by using sensor fusion with respect to color and thermal image sensors. In our human status monitoring system, a color and thermal image sensor is used together to make a robust human tracking. The Normalized Cross-Correlation of Average Histogram (NCCAH) Algorithm is used for analyzing between detected human bodies. Our strategy for detection and tracking is to analyze recursively the correlation between texture and thermal data. Our system tracks the moving human bodies by using the proposed NCCAH algorithm, which uses the static information of the detected bodies and the dynamic information of changes between previous and current frames. Our experiments show that the method yields good detection and tracking performance in dynamic environments, such as an occlusion, various electric heating appliances or complicated backgrounds.
Keywords :
image colour analysis; image fusion; image motion analysis; image sensors; image sequences; image texture; infrared imaging; object detection; object tracking; NCCAH algorithm; color image sensor; complicated background; dynamic environment; dynamic information; electric heating appliance; human body detection; human status monitoring system; multiple human body tracking; normalized cross-correlation of average histogram algorithm; occlusion; real-time video sequence; robust human tracking; sensor fusion; static information; texture data; thermal data; thermal image sensor; Cameras; Color; Feature extraction; Histograms; Image color analysis; Image sensors; Thermal sensors;
Conference_Titel :
RO-MAN, 2012 IEEE
Conference_Location :
Paris
Print_ISBN :
978-1-4673-4604-7
Electronic_ISBN :
1944-9445
DOI :
10.1109/ROMAN.2012.6343785