Computer and Modernization ›› 2013, Vol. 1 ›› Issue (9): 98-101,.doi: 10.3969/j.issn.1006-2475.2013.09.024
• 图像处理 • Previous Articles Next Articles
ZHANG Chao, ZONG Guang-hua
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Abstract: To obtain a higher recognition rate and a better robustness to a change in the intensity of illumination, this paper presents an approach of color recognition based on a combination of SVM classifier and Boosting classifier (SVM-Boosting classifier) for the color identification of ping-pongs. First, two color features independent on the intensity of illumination are selected to train SVM classifier, and four color features are selected to generate Boosting classifier. Finally, the SVM-Boosting classifier is constructed. The results show that the method gives a very higher recognition rate, up to 99.4%, for ping-pongs recognition, a higher recognition rate compared to the threshold method and SVM classifier, and a faster recognition speed compared to Boosting classifier. The method can satisfy both sides the recognition accuracy and speed, and is particularly suitable to a visual system with high accuracy and large sample capacity.
Key words: color recognition, classifier, visual system
CLC Number:
TP391.4
ZHANG Chao;ZONG Guang-hua. An Approach of Color Recognition Based on SVM-Boosting Classifier[J]. Computer and Modernization, 2013, 1(9): 98-101,.
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URL: http://www.c-a-m.org.cn/EN/10.3969/j.issn.1006-2475.2013.09.024
http://www.c-a-m.org.cn/EN/Y2013/V1/I9/98