Statistics of natural images and models

作者: Jinggang Huang , D. Mumford

DOI: 10.1109/CVPR.1999.786990

关键词:

摘要: … studies of the local nature of images. We report results ranging from … We fit mathematical models to some of the statistics and ex… point for further image modeling and provide guidance in …

参考文章(8)
David Mumford, Basilis Gidas, Stochastic models for generic images Quarterly of Applied Mathematics. ,vol. 59, pp. 85- 111 ,(2001) , 10.1090/QAM/1811096
Daniel L. Ruderman, Origins of scaling in natural images Vision Research. ,vol. 37, pp. 3385- 3398 ,(1997) , 10.1016/S0042-6989(97)00008-4
Yu. G. Sinai, Self-Similar Probability Distributions Theory of Probability & Its Applications. ,vol. 21, pp. 64- 80 ,(1976) , 10.1137/1121005
J. H. van Hateren, A. van der Schaaf, Independent component filters of natural images compared with simple cells in primary visual cortex Proceedings of The Royal Society B: Biological Sciences. ,vol. 265, pp. 359- 366 ,(1998) , 10.1098/RSPB.1998.0303
R.W. Buccigrossi, E.P. Simoncelli, Image compression via joint statistical characterization in the wavelet domain IEEE Transactions on Image Processing. ,vol. 8, pp. 1688- 1701 ,(1999) , 10.1109/83.806616
B. Olshausen, D. Field, Natural image statistics and efficient coding. Network: Computation In Neural Systems. ,vol. 7, pp. 333- 339 ,(1996) , 10.1088/0954-898X/7/2/014
Song Chun Zhu, Yingnian Wu, David Mumford, Filters, Random Fields and Maximum Entropy (FRAME): Towards a Unified Theory for Texture Modeling International Journal of Computer Vision. ,vol. 27, pp. 107- 126 ,(1998) , 10.1023/A:1007925832420
David J. Field, Relations between the statistics of natural images and the response properties of cortical cells Journal of the Optical Society of America A. ,vol. 4, pp. 2379- 2394 ,(1987) , 10.1364/JOSAA.4.002379