Bibliographic References for ECE497PM

Random Processes and Random Fields

A. K. Jain , Fundamentals of Digital Image Processing , Prentice-Hall, 1989.
H. Stark and J. W. Woods, Probability, Random Processes, and Estimation Theory for Engineers, Prentice-Hall, 1994.
A. M. Yaglom, Correlation Theory of Stationary and Related Random Functions I: Basic Results, Springer-Verlag, 1987.
L. Breiman, Probability, SIAM, 1992.
U. Grenander, Abstract Inference, Wiley, 1981.
J. Besag, "Spatial Interaction and the Statistical Analysis of Lattice Systems" (with discussion), J. Royal Statistical Society B, Vol. 36, pp. 192-236, 1974.
R. Kindermann and J. L. Snell, Markov Random Fields and Their Applications, American Mathematical Society, Providence, RI, 1980

Image Models

G. R. Cross and A. K. Jain, "Markov Random Field Texture Models," IEEE Transactions on PAMI, Vol. 5, No. 1, pp. 44-58, Jan. 1983.
S. Geman and D. Geman, "Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images," IEEE Trans. on PAMI, Vol. 6, No. 6, pp. 721-741, Nov. 1984.
J. Besag, "Towards Bayesian Image Analysis," J. Applied Statistics, Vol. 16, No. 3, pp. 395-407, 1989.
A. Rosenfeld, Ed., Image Modeling, Academic Press, New York, 1981
D. L. Snyder and M. I. Miller, Random Point Processes in Time and Space, 2nd Ed., Springer-Verlag, New York, 1991
J. Moller, Lectures on Random Voronoi Tessellations, Springer-Verlag, New York, 1994
A. Possolo, Ed., Spatial Statistics and Imaging, Inst. Math. Stat., Hayward, CA, 1991
M. S. Bartlett, The Spatial Analysis of Spatial Pattern, Chapman and Hall, London, 1975
U. Grenander, Elements of Pattern Theory, Johns Hopkins U. Press, Baltimore, 1996.
E. Simoncelli, "Statistical Models for Images: Compression, Restoration and Synthesis," 31st Asilomar Conf., Nov. 1997.

Sensor Models

K. R. Castleman, Digital Image Processing, Prentice-Hall, 1996.
D. L. Snyder, A. M. Hammoud and R. L. White, "Image Recovery from Data Acquired with a Charge-Coupled-Device Camera," J. Opt. Soc. Am. A, Vol. 10, No. 5, pp. 1014-1023, May 1993.
P. Vora and C. Herley, "Trade-offs Between Color Saturation and Noise Sensitivity in Image Sensors," Proc. 5th IEEE Int. Conf. on Image Proc. (ICIP'98), Vol. 1, pp. 196-200, Chicago, IL, Oct. 1998.
R. E. Blahut, Theory of Remote Surveillance, ECE458 Lecture Notes, 1997.
J. W. Goodman, "Some Fundamental Properties of Speckle," J. Opt. Soc. Am., Vol. 66, No. 11, pp. 1145-1150, Nov. 1976.
J. W. Goodman, "A Random Walk Through the Field of Speckle," Optical Engineering, Vol. 25, No. 5, pp. 610-612, May 1986.
D. L. Fried, "Statistics of the Laser Radar Cross Section of a Randomly Rough Target," J. Opt. Soc. Am., Vol. 66, No. 11, pp. 1150-1160, Nov. 1976.
R. N. Bracewell, Two-Dimensional Imaging, Prentice-Hall, 1995.

Image Restoration

K. Lange and J. Fessler, "Globally Convergent Algorithms for Maximum A Posteriori Transmission Tomography," IEEE Trans. Im. Proc., Vol. 4, No. 10, pp. 1430-1438, Oct. 1995.
A. P. Dempster, N. M. Laird and D. B. Rubin, "Maximum Likelihood from Incomplete Data via the EM Algorithm," (with discussion) J. Roy. Stat. Soc. B, Vol. , No. 1, pp. 1-38, 1977.
C. F. J. Wu, "On the Convergence Properties of the EM Algorithm," Ann. Stat., Vol. 11, No. 1, pp. 95-103, 1983.
J. A. Fessler and A. O. Hero, "Space-Alternating Generalized Expectation-Maximization Algorithm," IEEE Trans. on Sig. Proc., Vol. 42, No. 10, pp. 2664-2677, Oct. 1994.
S. Geman and D. Geman, "Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images," IEEE Trans. on PAMI, Vol. 6, No. 6, pp. 721-741, Nov. 1984.
M. R. Banham and A. K. Katsaggelos, "Digital Image Restoration," IEEE Sig. Proc. Magazine, pp. 24-41, March 1997.
D. M. Titterington, "General Structure of Regularization Procedures in Image Reconstruction," Astron. Astrophysics, 144, pp. 381-387, 1985.
A. M. Thompson, J. C. Brown, J. W. Kay and D. M. Titterington, "A Study of Methods of Choosing the Smoothing Parameter in Image Restoration by Regularization," IEEE Trans. on PAMI, Vol. 13, No. 4, pp. 326----, April 1991.
G. Archer and D. M. Titterington, "On Some Bayesian/Regularization Methods for Image Restoration," IEEE Trans. Im. Proc., Vol. 4, No. 7, pp. 989-995, July 1995.
J. Berger, Statistical Decision Theory and Bayesian Analysis, 2nd Ed., Springer Verlag, 1985.
D. Luenberger, Optimization by Vector Space Methods, Wiley, 1969.
L. Alvarez, P.-L. Lions and J.-M. Morel, "Image Selective Smoothing and Edge Detection by Nonlinear Diffusion. II," SIAM J. Numer. Anal., Vol. 29, No. 3, pp. 845-866, June 1992.
G. Sapiro, "From Active Contours to Anistropic Diffusion: Connections Between Basic PDEs in Image Processing," Proc. ICIP'96, Vol. 1, pp. 477-480, Lausanne, Switzerland, 1996.
L. I. Rudin, S. Osher and E. Fatemi, Nonlinear Total Variation Based Noise Removal Algorithms, Physica D, Vol. 60, pp. 259-268, 1992
IEEE Trans. Im. Proc., Special Issue on PDEs and Geometry-Driven Diffusion in Image Processing and Analysis, March 1998.
S. Geman and G. Reynolds, "Constrained Restoration and Recovery of Discontinuities," IEEE Trans. on PAMI, Vol. 14, No. 3, pp. 367-383, March 1992.
C. Bouman and K. Sauer, "A Generalized Gaussian Image Model for Edge-Preserving MAP Estimation," IEEE Trans. Im. Proc., Vol. 2, No. 3, pp. 296-310, July 1993.
P. Charbonnier et al., "Deterministic Edge-Preserving Regularization in Computed Imaging," IEEE Trans. Im. Proc., Vol. 6, No. 2, pp. 298---, Feb. 1997.
M. Nikolova, "Regularisation Functions and Estimators," Proc. ICIP'96, Vol. 2, pp. 457-460, Lausanne, Switzerland, 1996.
M. Belge, M. Kilmer and E. Miller, "Wavelet Domain Image Restoration with Adaptive Edge-Preserving Regularization," preprint, Aug. 1998.
J. Liu and P. Moulin, Complexity-Regularized Image Restoration," Proc. IEEE Int. Conf. on Image Proc. (ICIP'98), Vol. 1, pp. 555-559, Chicago, Oct. 1998. [postscript]
P. Moulin and J. Liu, "Analysis of Multiresolution Image Denoising Schemes Using Generalized-Gaussian Priors," Proc. IEEE Sig. Proc. Symp. on Time-Frequency and Time-Scale Analysis, Pittsburgh, PA, Oct. 1998. [postscript]
P. Moulin, "A Wavelet Regularization Method for Diffuse Radar-Target Imaging and Speckle-Noise Reduction," Journal of Mathematical Imaging and Vision, Special Issue on Wavelets, Vol. 3, No. 1, pp. 123-134, 1993. [abstract]
P. Moulin, "Wavelet Thresholding Techniques for Power Spectrum Estimation," IEEE Trans. Sig. Proc., Vol. 42, No. 11, pp. 3126-3136, Nov. 1994.
T. Simchony, R. Chellappa and Z. Lichtenstein, "Relaxation Algorithms for MAP Estimation of Gray-Level Images with Multiplicative Noise," IEEE Trans. Info. Theory, Vol. 36, No. 3, pp. 608-613, May 1990.
D. L. Snyder, A. M. Hammoud and R. L. White, "Image Recovery from Data Acquired with a Charge-Coupled-Device Camera," J. Opt. Soc. Am. A, Vol. 10, No. 5, pp. 1014-1023, May 1993.
J. A. O'Sullivan, R. E. Blahut and D. L. Snyder, "Information-Theoretic Image Formation," IEEE Trans. Info. Theory, Commemorative Issue 1948-1998, Vol. 44, No. 6, pp. 2094-2123, Oct. 1998.
T. P. O'Rourke and R. L. Stevenson, "Improved Image Decompression for Reduced Transform Coding Artifacts," IEEE Trans. CSVT, Vol. 5, No. 6, pp. 490-499, Dec. 1995.
M. A. Robertson and R. L. Stevenson, "Reducing the Computational Complexity of a MAP Post-Processing Algorithm for Video Sequences," Proc. IEEE Int. Conf. on Image Proc. (ICIP'98), Vol. 1, pp. -------, Chicago, Oct. 1998.
P. Salama, N. B. Shroff, and E. J. Delp, "Error Concealment in Encoded Video," preprint, 1998. [postscript] [demo]
R. L. Stevenson, "Inverse Halftoning via MAP Estimation," IEEE Trans. Im. Proc., Vol. 6, No. 4, pp. 574-583, Apr. 1997.
R. L. Lagendijk and J. Biemond, Iterative Identification and Restoration of Images, Kluwer, Boston, 1991.
Y.-L. You and M. Kaveh, "A regularization approach to joint blur identification and image restoration," IEEE Trans. Im. Proc., Vol. 5, No. 3, pp. 416-428, March 1996.

Image Compression

T. M. Cover and J. Thomas, Elements of Information Theory, Wiley, 1991.
A. Gersho and R. M. Gray, Vector Quantization and Signal Compression, Kluwer, 1992.
X. Wu and N. Menon, "Context-Based, Adaptive, Lossless Image Coding," IEEE Trans. Comm., Vol. 45, No. 4, pp. 437-444, Apr. 1997.
X. Wu, "Lossless Compression of Continuous-Tone Images via Context Selection, Quantization and Modeling," IEEE Trans. Im. Proc., Vol. 6, No. 5, pp. 656-664, May 1997.
M. J. Weinberger, J. J. Rissanen and R. B. Arps, "Applications of Universal Context Modeling to Lossless Compression of Gray-Scale Images," IEEE Trans. Im. Proc., Vol. 5, No. 4., pp. 575-586, Apr. 1996.
M. Feder and N. Merhav, "Relations between Entropy and Error Probability," IEEE Trans. Info. Thy, Vol. 40, No. 1, pp. 259-266, Jan. 1994.
R. M. Gray and D. L. Neuhoff, "Quantization," IEEE Trans. Info. Theory, Commemorative Issue 1948-1998, Vol. 44, No. 6, pp. 2325-2383, Oct. 1998.
T. Berger and J. D. Gibson, "Lossy Source Coding," IEEE Trans. Info. Theory, Commemorative Issue 1948-1998, Vol. 44, No. 6, pp. 2693-2723, Oct. 1998.
T. Berger, Rate-Distortion Theory, Prentice-Hall, 1971.
N. Jayant and P. Noll, Digital Coding of Waveforms, Prentice-Hall, NJ, 1984.
Y. Shoham and A. Gersho, "Efficient Bit Allocation for an Arbitrary Set of Quantizers," IEEE Trans. ASSP, Vol. 36, No. 9, pp. 1445-1453, Sep. 1988.
S. Mallat and F. Falzon, "Understanding Image Transform Codes," IEEE Trans. Sig. Proc., Vol. 46, No. 4, Apr. 1998.
N. Ahmed, T. Natarajan and K. R. Rao, "Discrete Cosine Transform," IEEE Trans. Comm., Vol. 23, pp. 90-93, Jan. 1974.
W. B. Pennebaker and J. L. Mitchell, JPEG: Still Image Data Compression Standard, Van Nostrand Reinhold, 1993.
M. Vetterli and J. Kovacevic, Wavelets and Subband Coding, Prentice-Hall, 1995.
P. Cosman, R. M. Gray and M. Vetterli, "Vector Quantization of Image Subbands: A Survey," IEEE Trans. Im. Proc., Vol. 5, No. 2, pp. 202-225, Feb. 1996.
N.-T. Cheng and N. Kingsbury, "The ERPC: An Efficient Error Resilient Technique for Encoding Positional Information or Sparse Data," IEEE Trans. Comm., Vol. 40, No. 1, pp. 140-148, Jan. 1992.
K. Ramchandran and M. T. Orchard, "An Investigation of Wavelet-Based Image Coding Using an Entropy-Constrained Quantization Framework," IEEE Trans. Sig. Proc., 1998.
IEEE Signal Processing Magazine, Special Issue on Rate-Distortion Techniques for Image/Video Compression, Vol. 15, No. 6, Nov. 1998.
J. M. Shapiro, "Embedded Image Coding Using Zerotrees of Wavelet Coefficients," IEEE Trans. Sig. Proc., Vol. 41, No. 12, pp. 3445-3462, Dec. 1993.
A. Said and W. Pearlman, "A New Fast and Efficient Codec Based on Set Partitioning in Hierarchical Trees," IEEE Trans. CSVT, Vol. 6, pp. 243-250, June 1996.
J. W. Woods and S. D. O'Neil, "Sub-Band Coding of Images," IEEE Trans. ASSP, Vol. 34, No. 5, pp. 1278-1288, May 1986.
R. L. Joshi et al., "Comparison of Different Methods of Classification in Subband Coding of Images, " IEEE Trans. Im. Proc., Vol. 6, No. 11, pp. 1473-1486, Nov. 1997.
S. LoPresto, K. Ramchandran and M. T. Orchard, "Image Coding Based on Mixture Modeling of Wavelet Coefficients and a Fast Estimation--Quantization Framework," Proc. Data Compression Conference, Snowbird, UT, March 1997.
K. Ramchandran and M. Vetterli, "Best Wavelet Packets in a Rate-Distortion Sense," IEEE Trans. Im. Proc., Vol. 2, No. 2, pp. 160-175, Apr. 1993.
V. Pavlovic, P. Moulin and K. Ramchandran, "An Integrated Framework for Adaptive Subband Image Coding," to appear in IEEE Trans. Sig. Proc., 1999.
N. Jayant, J. Johnston, and R. Safranek, "Signal Compression Based on Models of Human Perception," Proc. IEEE, Vol. 81, No. 10, pp. 1385-1422, Oct. 1993
J. A. Saghri, A. G. Tescher and J. T. Reagan, "Practical Transform Coding of Multispectral Imagery, " IEEE Sig. Proc. Magazine, pp. 32-----, Jan. 1995.
A. Gersho, "Optimal Vector Quantized Nonlinear Estimation," IEEE Int. Symp. on Information Theory, San Antonio, TX, p. 170, 1993.
S. Servetto, K. Ramchandran, and M. Orchard, "Image Coding Based on a Morphological Representation of Wavelet Data," submitted to IEEE Trans. Im. Proc., Dec. 1996.
J. Rissanen, Stochastic Complexity in Statistical Inquiry, World Scientific, Singapore, 1989.
J. Liu and P. Moulin, Complexity-Regularized Image Denoising," Proc. IEEE Int. Conf. on Image Proc. (ICIP'97), Vol. 1, pp. 555-559, Santa Barbara, CA, Oct. 1997. [postscript]
J. Liu and P. Moulin, Complexity-Regularized Image Restoration," Proc. IEEE Int. Conf. on Image Proc. (ICIP'98), Vol. 1, pp. 555-559, Chicago, Oct. 1998. [postscript]
A. Rao, D. Miller, K. Rose and A. Gersho, "A Generalized VQ Method for Combined Compression and Estimation," Proc. ICASSP'96, Atlanta, GA, pp. 2032-2035, May 1996. [postscript]
D. G. Sheppard et al., "A Vector Quantizer for Image Restoration," IEEE Trans. Im. Proc., Vol. 7, No. 1, pp. 119-124, Jan. 1998.
O. K. Al-Shaykh and R.. M. Mersereau, "Lossy Compression of Noisy Images," IEEE Trans. Im. Proc., Vol. 7, No. 12, pp. 1641-1652, Dec. 1998.
P. C. Cosman et al., "Using Vector Quantization for Image Processing, Proc. IEEE, Vol. 81, pp. 1325-1341, Sep. 1993.

Video Processing

A. M. Tekalp, Digital Video Processing, Prentice--Hall, Upper Saddle River, NJ, 1995.
G.-S. Young and R. Chellappa, ``Statistical Analysis of Inherent Ambiguities in Recovering 3-D Motion from a Noisy Flow Field,'' Proc. IEEE Int. Conf. on Pattern Rec., Atlantic City, NJ, 1990.
B. Girod, ``Motion Compensation: Visual Aspects, Accuracy, and Fundamental Limits,'' Chapter 5 in Motion Analysis and Image Sequence Processing, M. I. Sezan and R. L. Lagendijk, Eds., Kluwer, 1993.
T. Huang and K. Aizawa, Proc. IEEE, Feb. 1995.
A. Del Bimbo, P. Nesi and J.L.C. Sanz, ``Analysis of Optical Flow Constraints,'' IEEE Trans. Im. Proc., Vol. 4, No. 4, pp. 460-469, Apr. 1995.
J. L. Barron, D. J. Fleet and S. S. Beauchemin, ``Performance of Optical Flow Techniques,'' Int. J. Comp. Vision, 12:1, pp. 43-77, 1994.
B. D. Lucas and T. Kanade, ``An Iterative Image Registration Technique with an Application to Stereo Vision,'' Proc. 5th Int. Joint Conf. Artificial Intelligence, pp. 674-679, 1981.
M. R. Luettgen, W. C. Karl and A. S. Willsky, ``Efficient Multiscale Regularization with Applications to the Computation of Optical Flow,'' IEEE Trans. Im. Proc., Vol. 3, No. 1, pp. 41-64, Jan. 1994.
E. Dubois and J. Konrad, ``Estimation of 2-D Motion Fields from Image Sequences with Application to Motion-Compensated Processing,'' Chapter 3 in Motion Analysis and Image Sequence Processing, M. I. Sezan and R. L. Lagendijk, Eds., Kluwer, 1993.
E. Dubois, ``Motion-Compensated Filtering of Time-Varying Images,'' Multidimensional Systems and Signal Processing, Vol. 3, pp. 211-239, 1992.
J. C. Brailean et al., ``Noise Reduction Filters for Dynamic Image Sequences: A Review,'' Proc. IEEE, Vol. 83, No. 9, pp. 1270-1292, Sep. 1995.
J. B. Burl, ``A Reduced Order Extended Kalman Filter for Sequential Images Containing a Moving Object,'' IEEE Trans. Im. Proc., Vol. 2, No. 3, pp. 285-295, July 1993.
G. J. Sullivan and T. Wiegand, ``Rate--Distortion Optimization for Video Compression,'' IEEE Signal Processing Magazine, Special Issue on Rate-Distortion Techniques for Image/Video Compression, Vol. 15, No. 6, pp. 74-90, Nov. 1998.
P. Moulin, R. Krishnamurthy and J. W. Woods, ``Multiscale Modeling and Estimation of Motion Fields for Video Coding,'' IEEE Trans. Im. Proc., Vol. 6, No. 12, pp. 1606-1620, Dec. 1997.

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