Image retrieval based on improved Canny edge detection algorithm

The edge detection algorithm is the key problem of image processing. The tradition Canny edge detection algorithm is analyzed and evaluated. In order to avoid the influence of defects coming from Canny algorithm, an improved Canny edge detection algorithm is proposed in this paper. The algorithm takes use of Gaussian filter to eliminate the noise. It calculated preserving the more edge information while filtering the noise. And the algorithm could be applied in image retrieval. The simulation results show that the method not only can detect more detail of the edge, but also can improve the image retrieval performance.

[1]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Mamta Juneja,et al.  Performance Evaluation of Edge Detection Techniques for Images in Spatial Domain , 2009 .

[3]  Iasonas Kokkinos,et al.  Synergy between Object Recognition and Image Segmentation Using the Expectation-Maximization Algorithm , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[4]  Xiang Li,et al.  A Query-by-Example Content-Based Image Retrieval System of Non-melanoma Skin Lesions , 2009, MCBR-CDS.

[5]  Yang Wang,et al.  Image segmentation based on multi-scale local feature , 2010, 2010 3rd International Congress on Image and Signal Processing.

[6]  P Ganesan,et al.  Segmentation and edge detection of color images using CIELAB color space and edge detectors , 2010, INTERACT-2010.

[7]  Zhang Yan-chao Image retrieval algorithm based on Canny edge detection operator , 2010 .

[8]  Dimitrios Androutsos,et al.  Content-based retrieval of logo and trademarks in unconstrained color image databases using Color Edge Gradient Co-occurrence Histograms , 2010, Comput. Vis. Image Underst..

[9]  Jun Yu Li,et al.  A Research on Improved Canny Edge Detection Algorithm , 2011 .

[10]  B. Poornima,et al.  Threshold Based Edge Detection Algorithm , 2011 .

[11]  Mehedi Masud,et al.  Knowledge-based image segmentation using swarm intelligence techniques , 2012 .

[12]  Xue Dong A Kind of Canny Edge Detection Operator Based on Color Difference , 2013 .