Knowledge Commons of Institute of Automation,CAS
Adaptive segmentation of color image for vision navigation of mobile robots | |
Zhao, Zeng-Shun; Hou, Zeng-Guang; Tan, Min; Zhang, Yong-Qian; Wang, J; Yi, Z; Zurada, JM; Lu, BL; Yin, H | |
发表期刊 | ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS |
2006 | |
卷号 | 3972页码:523-532 |
文章类型 | Article |
摘要 | The self-localization problem is very important when the mobile robot has to move in autonomous way. Among techniques for self-localization, landmark-based approach is preferred for its simplicity and much less memory demanding for descriptions of robot surroundings. Door-plates are selected as visual landmarks. In this paper, we present an adaptive segmentation approach based on Principal Component Analysis (PCA) and scale-space filtering. To speed up the entire color segmentation and use the color information as a whole, PCA is implemented to project tristimulus R, G and B color space to the first principal component (1st PC) axis direction and scale-space filtering is used to get the centers of color classes. This method has been tested in the color segmentation of door-plate images captured by mobile robot CASIA-1. Experimental results are provided to demonstrate the effectiveness of this proposed method. |
WOS标题词 | Science & Technology ; Technology |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000239483000077 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9331 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Zhao, Zeng-Shun,Hou, Zeng-Guang,Tan, Min,et al. Adaptive segmentation of color image for vision navigation of mobile robots[J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS,2006,3972:523-532. |
APA | Zhao, Zeng-Shun.,Hou, Zeng-Guang.,Tan, Min.,Zhang, Yong-Qian.,Wang, J.,...&Yin, H.(2006).Adaptive segmentation of color image for vision navigation of mobile robots.ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS,3972,523-532. |
MLA | Zhao, Zeng-Shun,et al."Adaptive segmentation of color image for vision navigation of mobile robots".ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS 3972(2006):523-532. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论