MURITutorial
From Atemuri
Papers and other background and tutorial information related to this research program are given here. They were submitted prior to the Boston meeting. Pdf copies may be found at http://muri.ece.ohio-state.edu/tutorial/index.html (for now).
Information Fusion and Graphical Modeling
Multiresolution Markov Models for Signal and Image Processing, A. Willsky, Proceedings of the IEEE 90(8), August 2002. pdf
Distributed Fusion in Sensor Networks, Cetin, Chen, Fisher, Ihler, Moses, Wainwright, Willsky, IEEE Signal Processing Magazine, July 2006. pdf
Nonparametric Hypothesis Tests for Statistical Dependency, A. Ihler, J. Fisher, and A. Willsky, IEEE Transactions on Signal Processing. Aug 2004. pdf
Distributed Data Association for Multi–Target Tracking in Sensor Networks, Lei Chen, Mujdat Cetin, and Alan S. Willsky, Fusion 05. pdf
Data association based on optimization in graphical models with application to sensor networks, Lei Chen, Martin J. Wainwright, Mujdat Cetin, and Alan S. Willsky, Mathematical and Computer Modelling 43 (2006) 1114–1135. pdf
Distributed multidimensional scaling with adaptive weighting for node localization in sensor networks, J. Costa, N. Patwari and A. O. Hero, ACM Journal on Sensor Networking. vol. 2, No. 1, pp 39-64, Feb. 2006. pdf
On tests for global maximum of the log-likelihood function, D. Blatt and A. O. Hero, IEEE Trans. on Info Theory, Accepted subject to revision Dec 2005. pdf
Geometric entropy minimization (GEM) for anomaly detection and localization, A. O. Hero III, to appear in Advances in Neural Information Processing Systems (NIPS), Vancouver Nov. 2006. pdf
On dimensionality reduction for classification and its application, R. Raich and A.O. Hero, 2006 IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing, Toulouse France, 2006. pdf
Dual rooted-diffusions for clustering and classification on manifolds, S. Grikschat, J. Costa and A.O. Hero, 2006 IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing, Toulouse France, 2006. pdf
Front-End Signal Processing
Three-dimensional Surface Reconstruction from Multistatic SAR Images, B. Rigling and R. Moses, IEEE Transactions on Image Processing, vol. 14, no. 8, pp. 1159-1172, August 2005. (pdf)
Model-Based Bayesian Feature Matching with Application to Synthetic Aperture Radar Target Recognition, H. Chiang, R. Moses, and L. Potter, Pattern Recognition, Special Issue on Data and Information Fusion in Image Processing and Computer Vision, Vol. 34, No. 8, pp. 1539-1553, Aug. 2001. (pdf)
Attributed Scattering Centers for SAR ATR, L. Potter and R. Moses, IEEE Transactions on Image Processing, Vol. 6, No. 1, pp. 79-91, Jan. 1997. (pdf)
SAR imaging from partial-aperture data with frequency-band omissions, M . Cetin and R. Moses, Algorithms for Synthetic Aperture Radar Imagery XII (Proc. SPIE 5808), SPIE Defense and Security Symposium, 28 March-1 April 2005, Orlando, FL. (pdf)
Noncoherent 2D and 3D SAR Reconstruction from Wide-angle Measurements, R. Moses and L. Potter, 13th Annual Adaptive Sensor Array Processing Workshop (ASAP 2005), June 7-8, 2005, Lexington, MA. (pdf)
Nonparametric Shape Priors for Active Contour-Based Image Segmentation, Junmo Kim, Mujdat Cetin, and Alan S. Willsky, EUSIPCO 2005. pdf
Feature-enhanced synthetic aperture radar image formation based on non-quadratic regularization, M. Cetin and W. C. Karl, IEEE Transactions on Image Processing, Vol. 10, No. 4, pp. 623-631, April, 2001. pdf
A Nonparametric Statistical Method for Image Segmentation Using Information Theory and Curve Evolution, Junmo Kim, John W. Fisher III, Anthony Yezzi, Jr., Mujdat Cetin, and Alan S. Willsky, submitted to IEEE Transactions on Image Processing. pdf
Wide-Angle SAR Image Formation with Migratory Scattering Centers and Regularization in Hough Space, Kush R. Varshney, Mujdat Cetin, John W. Fisher III, and Alan S. Willsky, ASAP 2006. pdf
Joint Image Formation and Anisotropy Characterization in Wide-Angle SAR, Kush R. Varshney, Mujdat Cetina, John W. Fisher III, and Alan S. Willsky, SPIE Defense and Security Symposium, April 2006. pdf
Feature enhancement and ATR performance using nonquadratic optimization-based SAR imaging, M. Cetin, W. C. Karl, and D. A. Castanon, IEEE Transactions on Aerospace and Electronic Systems, Volume 39, Issue 4, Oct. 2003 pp. 1375-1395. pdf
Intrinsic Bayesian Active Contours for Extraction of Object Boundaries in Images, Shantanu H. Joshi and Anuj Srivastava, submitted to IJCV, 2006. pdf
Convergent incremental optimization transfer algorithms: application to tomography, S. Ahn, J.A. Fessler, D. Blatt, and A. Hero, IEEE Trans. on Medical Imaging, vol. 25, no. 3, pp.283-296, March 2006. pdf
Sparse image reconstruction for partially unknown blur functions, R. Raich and A.O. Hero, 2006 IEEE Intl. Conf. on Image Processing (ICIP), Atlanta 2006. pdf
Sparse image reconstruction using a sparse prior, M. Ting, R. Raich and A.O. Hero, 2006 IEEE Intl. Conf. on Image Processing (ICIP), Atlanta, 2006. pdf
Sensor Management
Optimal sensor scheduling via classification reduction of policy search (CROPS), D. Blatt and A.O. Hero, 2006 Workshop on POMDP's, Classification and Regression (Intl Conf on Automated Planning and Scheduling (ICAPS)), Cumbria UK, June 2006. pdf
Adaptive Multi-modality Sensor Scheduling for Detection and Tracking of Smart Targets, C. Kreucher, D. Blatt, A. Hero, and K. Kastella, Digital Signal Processing, vol. 16, no. 5, pp. 546-567, Sept. 2006. pdf
Iterative Redeployment of Illumination and Sensing (IRIS): Application to STW-SAR Imaging, J. A. Marble, R. Raich and A.O. Hero, Proc. of 25th Army Science Conference, Nov. 2006. pdf
Multitarget Tracking using the Joint Multitarget Probability Density, C. Kreucher, K. Kastella, and A. Hero, IEEE Transactions on Aerospace and Electronic Systems, 39(4):1396-1414, October 2005. pdf
Sensor Management Using An Active Sensing Approach, C. Kreucher, K. Kastella, and A. Hero, Signal Processing, 85(3):607-624, March 2005. pdf
