Combining Color Quantization with Curvelet Transform for Image Retrieval
作者： Yungang Zhang , Lijin Gao , Wei Gao , Jun Liu , None
关键词:
摘要: Color and shape descriptions of an image are the most widely used visual features in content-based retrieval systems. Feature vectors for color can be combined to improve performance In this paper, a novel method integrating HSV quantization curve let transform is proposed. By analyzing properties HSV(Hue, Saturation, Value) space, new dividing quantize space into 24 non-uniform bins based on soft decision introduced histogram generation. Digital employed extracting images, as it has been proved that almost optimal sparse representation objects with edges. The generated feature then weighted retrieval, using Manhattan distance metric similiarity measure. Experiments database 565 images show performs well precision adaptability.
sci-hub.se 参考文章(24)
Emmanuel J. Candès, David L. Donoho, Continuous curvelet transform: II. Discretization and frames Applied and Computational Harmonic Analysis. ,vol. 19, pp. 198- 222 ,(2005) , 10.1016/J.ACHA.2005.02.004
Zhang Lei, Lin Fuzong, Zhang Bo, A CBIR method based on color-spatial feature multimedia technology for asia pacific information infrastructure. ,vol. 1, pp. 166- 169 ,(1999) , 10.1109/TENCON.1999.818376
Tobias Gebäck, Petros Koumoutsakos, Edge detection in microscopy images using curvelets. BMC Bioinformatics. ,vol. 10, pp. 75- 75 ,(2009) , 10.1186/1471-2105-10-75
David L. Donoho, Emmanuel J. Candès, Continuous curvelet transform ,(2003)
S Arivazhagan, L Ganesan, Texture classification using wavelet transform Pattern Recognition Letters. ,vol. 24, pp. 1513- 1521 ,(2003) , 10.1016/S0167-8655(02)00390-2
Hao Shan, Jianwei Ma, Curvelet-based geodesic snakes for image segmentation with multiple objects Pattern Recognition Letters. ,vol. 31, pp. 355- 360 ,(2010) , 10.1016/J.PATREC.2009.10.018
John R. Smith, Shih-Fu Chang, Tools and techniques for color image retrieval Storage and Retrieval for Still Image and Video Databases IV. ,vol. 2670, pp. 426- 437 ,(1996) , 10.1117/12.234781
Ingrid Daubechies, Ten Lectures on Wavelets ,(1992)
T. Gevers, A.W.M. Smeulders, PicToSeek: combining color and shape invariant features for image retrieval IEEE Transactions on Image Processing. ,vol. 9, pp. 102- 119 ,(2000) , 10.1109/83.817602
Emmanuel J. Candès, David L. Donoho, New tight frames of curvelets and optimal representations of objects with piecewiseC2singularities Communications on Pure and Applied Mathematics. ,vol. 57, pp. 219- 266 ,(2004) , 10.1002/CPA.10116