ε-Isometry based shape approximation for image content representation

作者: Shijie Hao , Jianguo Jiang , Yanrong Guo , Shu Zhan

DOI: 10.1016/J.SIGPRO.2012.04.011

关键词:

摘要: Shape approximation is usually a prerequisite step to image content analysis and understanding has been well studied in the passed decades. However, those approaches show their deficiencies while facing factors such as representation efficiency, variation of scale initial estimation. To alleviate these issues, we propose novel method for @e-isometry based shape approximation. We first analyze descending property on approximating error its relation with salient geometric features. After that, approximate polygonal detect feature point @e-isometric construction. In experiments, employ traditional benchmarks, MPEG7 dataset, SQUID dataset other real contours evaluate visual effects quantitative performances proposed method. Experimental results demonstrate that our not only robust estimation, but also outperforms state-of-the-art methods respect compactness variability.

参考文章(39)
Alexander Bronstein, Michael Bronstein, Ron Kimmel, Numerical geometry of non-rigid shapes ,(2007)
Wen-Yen Wu, An adaptive method for detecting dominant points Pattern Recognition. ,vol. 36, pp. 2231- 2237 ,(2003) , 10.1016/S0031-3203(03)00087-6
Yi Xiao, Ju Jia Zou, Hong Yan, An adaptive split-and-merge method for binary image contour data compression Pattern Recognition Letters. ,vol. 22, pp. 299- 307 ,(2001) , 10.1016/S0167-8655(00)00138-0
L.J. Latecki, R. Lakamper, Shape similarity measure based on correspondence of visual parts IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 1185- 1190 ,(2000) , 10.1109/34.879802
Asif Masood, Optimized polygonal approximation by dominant point deletion Pattern Recognition. ,vol. 41, pp. 227- 239 ,(2008) , 10.1016/J.PATCOG.2007.05.021
Thanh Phuong Nguyen, Isabelle Debled-Rennesson, A discrete geometry approach for dominant point detection Pattern Recognition. ,vol. 44, pp. 32- 44 ,(2011) , 10.1016/J.PATCOG.2010.06.022
Bimal Kumar Ray, Kumar S. Ray, A new split-and-merge technique for polygonal approximation of chain coded curves Pattern Recognition Letters. ,vol. 16, pp. 161- 169 ,(1995) , 10.1016/0167-8655(94)00081-D
Johan W. H. Tangelder, Remco C. Veltkamp, A survey of content based 3D shape retrieval methods Multimedia Tools and Applications. ,vol. 39, pp. 441- 471 ,(2008) , 10.1007/S11042-007-0181-0
Kaleem Siddiqi, Kathryn J Tresness, Benjamin B Kimia, Parts of Visual Form: Psychophysical Aspects Perception. ,vol. 25, pp. 399- 424 ,(1996) , 10.1068/P250399
M. G. Roberts, E. M. B. Pacheco, R. Mohankumar, T. F. Cootes, J. E. Adams, Detection of vertebral fractures in DXA VFA images using statistical models of appearance and a semi-automatic segmentation Osteoporosis International. ,vol. 21, pp. 2037- 2046 ,(2010) , 10.1007/S00198-009-1169-6