|
|
A Feature Matrix Similarity Measure Method and Its Application to Image Retrieval |
LIU YueHu, WANG Fei, LIU XiaoDong, YUAN ZeJian |
Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an 710049 |
|
|
Abstract A novel feature matrix similarity measure method, which is suitable for two dimensional object recognition and matching, is presented. In this method, a similarrow vector is produced by comparing dynamic programming (DP) matching distances, which describe the similarity between the row of a query matrix and those of a sample matrix. And the similarrow vector is used to represent the query matrix. Then the DP matching is again performed to obtain a similarity measure. The proposed method is employed in an image retrieval system using a dominant color feature matrix representation. The experimental results show that the method is efficient.
|
Received: 08 April 2004
|
|
|
|
|
[1] Zhang L, Lin F Z, Zhang B. A Neural Network Based Self-Learning Algorithm of Image Retrieval. Journal of Software, 2001,12(10): 1479-1485 (in Chinese) (张 磊,林福宗,张 钹.基于神经网络自学习的图像检索方法.软件学报, 2001, 12(10): 1479-1485) [2] Swain M J, Ballard D H. Color Indexing. International Journal of Computer Vision, 1991, 7(1): 11-32 [3] Smeulders A W M, Worring M, et al. Content-Based Image Retrieval at the End of the Early Years. IEEE Trans on Pattern Analysis and Machine Intelligence, 2000, 22(12): 1349-1380 [4] Siroi. Pattern Understanding. Nagasaki, Japan: Ohm Publishers, 1987 [5] Shiiyama H, Masaki K. Similar Image Retrieval Using Two Dimensional DP Matching Algorithm. The Journal of the Institute of Image Electronics Engineers of Japan, 1998, 27(5): 533-539 [6] Liu Y, Ozawa S. A New Representation and Detection of Multi-Colored Object Based on Color Contents. IEICE Trans on Information and Systems, 2000, 83(5): 1160-1169 [7] Yoo H W, Jang D S, Na Y K. An Efficient Indexing Structure and Image Representation for Content-Based Image Retrieval. IEICE Trans on Information and Systems, 2002, 85(9): 1390-1398 [8] Liu Y, Emoto H. A Method for Content-Based Similarity Retrieval of Images Using Two Dimensional DP Matching Algorithm. In: Proc of the 11th International Conference on Image Analysis and Processing. Palermo, Italy, 2001, 236-241 [9] Dionysius P, Huijsmans N S. How to Complete Performance Graphs in Content-Based Image Retrieval: Add Generality and Normalize Scope. IEEE Trans on Pattern Analysis and Machine Intelligence, 2005, 27(2): 245-251 |
|
|
|