Title :
Visual Search Based on Contour Salient
Author :
Fu, Haiyan ; Kong, Xiangwei ; Jia, Shijie ; Guo, Yanqing
Author_Institution :
Sch. of Electron. & Inf., Dalian Univ. of Technol., Dalian, China
Abstract :
Online shopping is becoming more and more popular for a number of reasons; prices are often lower online, you don´t have to queue up in busy shops and you can buy almost any product imaginable with just a few clicks of your mouse. But the general problems of shopping Web site is that, most of the existing online shops list products based on keywords. As the inherent limitation, keyword browsing makes it difficult to find the exact products that human being desire. In this paper, we propose a visual search algorithm based on contour salient. The proposed approach extracts the object edge using Canny edge detector, and then chooses the salient point from the contour based on the points´ contour flexibility. We perform Fourier transformation to these salient points and a shape normalization procedure to generate the descriptor representing the shape feature. Finally, SVM and dynamic time warping method are used to train the database images and compute the distance between query image and test image. Experimental result shows our method is effective to search the similar product images with query.
Keywords :
Fourier transforms; Web sites; edge detection; electronic commerce; feature extraction; image retrieval; learning (artificial intelligence); object detection; retail data processing; shape recognition; support vector machines; Canny edge detector; Fourier transformation; SVM; contour salient; database image training; dynamic time warping method; keyword browsing; keyword-based product list; object edge extraction; online shopping Web site; product image query; shape feature representation; shape normalization procedure; visual search algorithm; Detectors; Humans; Image databases; Image edge detection; Mice; Object detection; Shape; Spatial databases; Support vector machines; Testing; Fourier descriptor; SVM; contour salient; visual search;
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing, 2009. IIH-MSP '09. Fifth International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-4717-6
Electronic_ISBN :
978-0-7695-3762-7
DOI :
10.1109/IIH-MSP.2009.205