Knowledge Commons of Institute of Automation,CAS
A new robust circular Gabor based object matching by using weighted Hausdorff distance | |
Zhu, ZF; Tang, M; Lu, HQ | |
发表期刊 | PATTERN RECOGNITION LETTERS |
2004-03-01 | |
卷号 | 25期号:4页码:515-523 |
文章类型 | Article |
摘要 | This paper describes a new and efficient circular Gabor filter-based method for object matching by using a version of weighted modified Hausdorff distance. An improved Gabor odd filter-based edge detector is performed to get edge maps. A rotation invariant circular Gabor-based filter, which is different from conventional Gabor filter, is used to extract rotation invariant features. The Hausdorff distance (HD) has been shown an effective measure for determining the degree of resemblance between binary images. A version of weighted modified Hausdorff distance (WMHD) in the circular Gabor feature space is introduced to determine which position can be possible object model location, which we call 'coarse' location, and at the same time we get correspondence pairs of edge pixels for both object model and input test image. Then we introduce the geometric shape information derived from the above correspondence pairs of edge pixels to find the 'fine' location. The experimental results given in this paper show the proposed algorithm is robust to rotation, scale, occlusion, and noise etc. (C) 2003 Elsevier B.V. All rights reserved. |
关键词 | Object Matching Gabor Filter Hausdorff Distance Edge Detection Circular Gabor |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | RECOGNITION |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000188979900014 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/8930 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Zhu, ZF,Tang, M,Lu, HQ. A new robust circular Gabor based object matching by using weighted Hausdorff distance[J]. PATTERN RECOGNITION LETTERS,2004,25(4):515-523. |
APA | Zhu, ZF,Tang, M,&Lu, HQ.(2004).A new robust circular Gabor based object matching by using weighted Hausdorff distance.PATTERN RECOGNITION LETTERS,25(4),515-523. |
MLA | Zhu, ZF,et al."A new robust circular Gabor based object matching by using weighted Hausdorff distance".PATTERN RECOGNITION LETTERS 25.4(2004):515-523. |
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