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Abstract: We present a parametric statistical model for visual images in the wavelet transform domain. We characterize the joint densities of coefficient magnitudes at adjacent spatial locations, adjacent orientations, and adjacent spatial scales. The model accounts for the statistics of a wide variety of visual images. As a demonstration of this, we've used the model to design a progressive image encoder with state-of-the-art rate-distortion performance. We also show promising examples of image... (Update)
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BibTeX entry: (Update)
E. Simoncelli, "Statistical models for images: Compression, restoration, and synthesis," in Proc. 31st Asilomar Conf. on Signals, Systems, and Computers, (Pacific Grove, CA), pp. 673--678, Nov. 1997. http://citeseer.ist.psu.edu/simoncelli97statistical.html More
@inproceedings{ simoncelli97statistical,
author = "E P Simoncelli",
title = "Statistical Models for Images: {C}ompression, Restoration and Synthesis",
booktitle = "31st Asilomar Conf on Signals, Systems and Computers",
publisher = "IEEE Computer Society",
address = "Pacific Grove, CA",
pages = "673--678",
year = "1997",
url = "citeseer.ist.psu.edu/simoncelli97statistical.html",
url = "http://www.cns.nyu.edu/~eero/ABSTRACTS/simoncelli97b-abstract.html" }
Citations (may not include all citations):1064 A theory for multiresolution signal decomposition: The wavel.. (context) - Mallat - 1989
682 Embedded image coding using zerotrees of wavelet coefficient.. - Shapiro - 1993
195 Relations between the statistics of natural images and the r.. (context) - Field - 1987
142 Markov random field texture models (context) - Cross, Jain - 1983
103 An image multiresolution representation for lossless and los.. - Said, Pearlman - 1996
87 Statistics of natural images: Scaling in the woods (context) - Ruderman, Bialek - 1994
84 Noise removal via bayesian wavelet coring - Simoncelli, Adelson - 1996
72 Image compression via joint statistical characterization in .. - Buccigrossi, Simoncelli - 1997
68 Fractal based description of natural scenes (context) - Pentland - 1984
65 Pyramid-based texture analysis /synthesis - Heeger, Bergen - 1995
45 The steerable pyramid: A flexible architecture for multi-sca.. - Simoncelli, Freeman - 1995
39 Early vision and texture perception (context) - Bergen, Adelson - 1988
32 Efficient context-based entropy coding for lossy wavelet ima.. - Chrysafis, Ortega - 1997
32 towards the unified theory for texture modeling (context) - Zhu, Wu et al. - 1996
29 Cluster-based probability model and its application to image.. - Popat, Picard - 1997
24 A practical approach to fractal-based image compression (context) - Pentland, Horowitz - 1993
24 Image coding by block prediction of multiresolution subimage.. - Rinaldo, Calvagno - 1995
23 Combining frequency and spatial domain information for fast .. - Hirani, Totsuka - 1996
23 A model of neuronal responses in visual area MT - Simoncelli, Heeger - 1997
21 Implementation of compression with reversible embedded wavel.. - Schwartz, Zandi et al. - 1995
19 Progressive wavelet image coding based on a conditional prob.. - Buccigrossi, Simoncelli - 1997
16 A non-parametric multi-scale statistical model for natural i.. - De Bonet, Viola - 1997
15 Embedded wavelet image compression based on a joint probabil.. - Simoncelli, Buccigrossi - 1997
12 Context modeling and entropy coding of wavelet coefficients .. (context) - Wu, Chen - 1997
6 Wavelet image coding based on a new generalized gaussian mix.. (context) - LoPresto, Ramchandran et al. - 1997
5 A jointly optimized subband coder (context) - Kossentini, Chung et al. - 1996
4 A method for the digital enhancement of unsharp (context) - Bayer, Powell - 1986
3 Computer simulations of oriented multiple spatial frequency .. (context) - Ogden, Adelson - 1985
2 IEEE Trans PAMI (context) - Geman, Geman et al. - 1984
2 Adapting to unknown smootness via wavelet shrinkage (context) - Donoho, Johnstone - 1995
2 Improved system for coring an image representing signal (context) - Carlson, Adelson et al. - 1985
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