DocumentCode :
2605301
Title :
A new object detection method in color image processing
Author :
Zhang, YanJie ; Li, Xinghua
Author_Institution :
State Key Lab. of Precision Meas. Technol. & Instrum., Tianjin Univ., Tianjin, China
Volume :
2
fYear :
2011
fDate :
15-17 Oct. 2011
Firstpage :
974
Lastpage :
978
Abstract :
In this paper, a new object detection method is proposed for complex environment, and it is very important for target tracking, activity recognition and behavior understanding. The key idea of this research is selecting competent color features, and combining them with background subtraction method. First of all, the features used to segment the image should have these characteristics that specifically, integrity and sensitivity. After multilateral research, the hue-intensity feature is extracted from HSI color space, and the regular which the color feature changes with time and the lighting density is researched. It solves the problem that reflecting correctly the difference of the similar objects, which is a challenge for the past method. For another thing, object detection approach should be robust extremely, in order to adapt to the situations that illumination changes, moving disturbances and so on. The background subtraction method is adopted to overcome these problems after selecting appropriate background model and the strategy that used to update the model. The experiment results demonstrated that the proposed method constructed dependable background model, and obtained the accurate target area no matter the difference between foreground and background is remarkable or unobvious.
Keywords :
feature extraction; image colour analysis; object detection; activity recognition; background subtraction method; behavior understanding; color image processing; hue-intensity feature extraction; image integrity; image sensitivity; lighting density; object detection method; target tracking; Computational modeling; Feature extraction; Image color analysis; Image segmentation; Light sources; Lighting; Object detection; HSI color space; Middle-Filter; background subtraction; hue-intensity feature; object detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
Type :
conf
DOI :
10.1109/CISP.2011.6100340
Filename :
6100340
Link To Document :
بازگشت