Rama Chellappa

Publications


Collected Works, Research Monographs

  1. Face Processing: Advanced Modeling and Methods, Academic Press, Wenye Zhao, and Rama Chellappa (eds.), 2006.
  2. Recognition of Humans and Their Activities Using Video, Rama Chellappa, Amit Roy Chowdhury and Shaohua Zhou, Morgan Claypool, 2005.
  3. Human Identification Based on Gait, Mark S. Nixon, Tieniu N. Tan, Rama Chellappa
    Springer 1st ed. December 2005
  4. Unconstrained Face Recognition, Shaohua Kevin Zhou, Rama Chellappa , Wenyi Zhao
    Springer 1st ed. December 2005
  5. Markov Random Fields: Theory and Application, Academic Press, Boston, Eds. R. Chellappa and A.K. Jain, 1993.
  6. Digital Image Processing (a collection of papers), IEEE Computer Society Press, Ed. R. Chellappa, 1992.
  7. Artificial Neural Networks for Computer Vision, Y.T. Zhou and R. Chellappa, Springer-Verlag, 1991.
  8. Selected Papers and Tutorial in Digital Image Processing and Analysis, Volumes 1 and 2, Digital Image Processing and Analysis, IEEE Computer Society Press, Eds. R. Chellappa and A.A. Sawchuk, June 1985.

Contributions to Books, Reprint Collections

  1. R. Chellappa, N. Cuntoor, S.W. Joo, V. Subrahmanian and P. Turaga, "Computational Vision Approaches for Event Modeling", in Understanding Events: from Perception to Action, Oxford series in Visual Cognition, pp. 473-521, 2006.
  2. Narayanan Ramanathan and Rama Chellappa, " Recognizing faces Across Age Progression ", Multi-Biometric Systems for Identity Recognition : Theory and Experiments (Eds R. Hammoud, M. Abidi and B. Abidi), Springer-Verlag, 2006 (In Press).
  3. S. Srinivasan, R. Chellappa, A. Veeraraghavan and G. Aggarwal, “Electronic Image Stabilization and Mosaicking Algorithms”, Handbook of Image and Video Processing, 2nd edition, A. Bovik (ed.), Academic Press, 2005.
  4. A. Kale, N. Cuntoor, B. Yegnanarayana, A.N. Rajagoplan and Rama Chellappa , “Gait-based Human Identification”, Using Appearance Matching in Optical and Digital Techniques of Information Security, B. Javidi, (ed.), Springer 2005.
  5. S. Zhou and R. Chellappa. “ Face Recognition from Still Images and Videos”, Handbook of Image and Video Processing, 2nd Edition, A. Bovik (Ed.), Academic Press, 2005
  6. R. Chellappa, A. Roy Chowdhury and S. Zhou, "Human Identification Using Gait and Faces", D. Etter (ed.), CRC Handbook, 2004.
  7. R. Chellappa and S. Zhou, "Face Recognition in Vidoe in Handbook on Face Recogntion, S. Li and A.K. Jain (eds.), Springer verlag, 2003.
  8. N. Vaswani, A.K. Agrawal, Q. Zheng and R. Chellappa, “ Moving Object Detection and Compression in IR sequences” ,  Computer Vision beyond the Visible Spectrum, Eds B. Bhanu and I. Pavlidis, Springer, 2003.
  9. R. Chellappa and S. Zhou, “Face Recognition in Video in Hand book on Face Recognition”, S. Li and A K. Jain (eds.), Springer-Verlag, 2003.
  10. S. Der, Q. Zheng and R. Chellappa, "View-Based Recognition of Military Vehicles in Ladar Imagery Using CAD Model Matching" in Image Recognition: Algorithms, Systems, and Applications, B. Javidi, (ed.), Marcel Dekker, Inc., New York, NY 2001.
  11. W. Zhao and R. Chellappa, "Image-based Face Recognition: Issues and Methods", in Pattern Recognition: Algorithm, Systems and Applications", (B. Javidi, ed.), Marcel Dekker, Inc., New York, NJ, 2002.
  12. R. Chellappa and A. Rosenfeld, "Image Processing and Analysis,'' in Encyclopedia of Physical Science and Technology, San Diego: Academic Press, pp. 595-630, 2001.
  13. R. Chellappa and B.S. Manjunath, `` Texture Classification and Segmentation'', in Foundations of Image Understanding L.S. Davis (ed.), Kluwer Academic Publishers, Boston, pp. 219-240, 2001.
  14. S. Srinivasan and R. Chellappa, ``Image Sequence Stabilization Mosaicking and Superresolution '', in Handbook of Image and Video Processing, A.C. Bovik (ed.) Academic Press, San Diego, pp. 259-268, 2000.
  15. C. Morimoto and R. Chellappa, "Electronic Digital Image Stabilization and Mosaicking", in Viual Information Representation, Communication and Image Processing, (C.W. Chen and Y.Q. Zheng, eds.), Marcel Dekker, Inc., New York, NY 1999.
  16. R. Chellappa, Q. Zheng, C. Shekhar and P. Burlina , ``Site Model Supported Targeting'', Radius: IU for Imagery Intelligence, O. Firschein, (ed.), Morgan Kaufman, pp. 357-372, 1997.
  17. R. Chellappa , Q. Zheng, S. Kuttiked, S. Shekhar, and P. Burlina, ``Site Model Construction for Exploitation of EO and SAR Images", RADIUS: IU for Imagery Intelligence, O. Firschein (ed.), Morgan Kaufman, pp. 185-208, 1997.
  18. R. Chellappa, P. Burlina, X. Zhang, Q. Zheng, C.L. Lin, V. Parameswaran, L.S. Davis and A. Rosenfeld ``Site Model Mediated Detection of Movable Object Activities, RADIUS: IU for Imagery Intelligence, O. Firschein (ed.), Margan Kaufman, pp. 285-318, 1997.
  19. Markov Random Field Models in Image Processing, (with A. Rangarajan) in the Handbook of Brain Theory and Neual Networks, M.A, Arbib (ed.), MIT Press, Boston MA, pp. 564-567, 1995.
  20. Visual Motion Analysis (with T.H. Wu, P. Burlina and Q. Zheng) in control and Dynamic Systems, C.T. Leondes, (ed.), Vol.67, pp.199-261, 1994.
  21. Statistical Characterization of FLIR, LADAR and SAR Imagery, (with S.Z. Der and E.J.M. Rignot) in Statistics and Images, K.V Mardia, (ed.), Carfax publishers, Oxfordshire, U.K., pp. 273-312, 1994.
  22. Model Based Texture Segmentation and Classification, (with R.L Kashyap and B.S. Manjunath), in Handbook of Pattern Recognition and Computer Vision, (eds.), C.H. Chen, L.F. Pau and P.S.P. Wang, World Scientific Publishing Company, Singapore, pp. 277-310, 1993.
  23. Vision Engineering: Designing Computer Vision Systems, (with A. Rosenfeld) in Handbook of Pattern Recognition and Computer Vision, (eds.), C.H. Chen, L.F. Pau and P.S.P. Wang, World Scientific Publishing Company, Singapore, pp. 805-815, 1993.
  24. Estimation of Surface Topography from SAR Imagery Using Shape from Shading Techniques, (with R.F. Frankot), in Physics-Based Vision: Shape Recovery, (eds.), L.B. Wolff, S.A. Shafer and G.E. Healey, Jones and Bartlett Publishers, Boston, MA, pp. 62-101, 1992.
  25. Estimation of Illuminant Direction, Albedo and Shape from Shading , (with Q. Zheng), in Physics-Based Vision: Shape Recovery, (eds.), L.B. Wolff, S.A. Shafer and G.E. Healey, Jones and Bartlett Publishers, Boston, MA, pp. 39-61, 1992.
  26. Image Models, (with R.L. Kashyap), Encyclopaedia of Artificial Intelligence, S. Schwartz (Ed.), pp. 628-637, 1992,
  27. Estimation of Object Motion Parameters from a Sequence of Noisy Images, (with T.J. Broida) in Computer Vision, IEEE Computer Society Press, (eds.), R. Kasturi and R. Jain, pp. 378-387 1991.
  28. A Neural Network for Motion Processing, (with Y.T. Zhou), in Neural Networks for Human and Machine Perception, (ed.), Vol. 1, H. Wechsler, Academic Press Inc., pp. 429-516 1991.
  29. Markov Random Fields and Neural Networks with Applications in Early Vision Problems, (with A. Rangarajan and B.S. Manjunath), in Artificial Neural Networks and Statistical Pattern Recognition: Old and New Connections, (eds.), I.K. Sethi and A.K. Jain, Elsevier Science Publishers, 1991.
  30. Image Estimation Using 2-D Noncausal Gauss Markov Random Fields, (with T. Simchony and Z. Lichtenstein) in Image Restoration, (ed.), A. Katsaggelos, Springer Series in Information Sciences, pp. 109-141, 1991.
  31. Parallel Networks for Texture Segmentation, (with B.S. Manjunath and T. Simchony), in Neural Networks: Introduction to Theory and Applications, (ed.), B. Kosko, Prentice-Hall, pp. 37-61,1991.
  32. Image Restoration, (with Y.T. Zhou), in Neural Networks: Introduction to Theory and Applications, (ed.), B. Kosko, Prentice-Hall, pp. 63-89, 1991.
  33. A Method for Enforcing Integrability in Shape from Shading Algorithms, (with R.T. Frankot), in Shape from Shading (eds.), B.K.P. Horn and M.J. Brooks, M.I.T. Press, pp. 89-122, 1989.
  34. On Two-Dimensional Markov Spectral Estimation, (with Y.H. Hu and S.Y. Kung), in Multidimensional Signal Processing, IEEE Press Books, pp. 93-98 1986.
  35. Estimation and Choice of Neighbors in Spatial Interaction Models of Images, (with R.L. Kashyap), in Multidimensional Signal Processing, 'IEEE Press Books, 1986. Also in Digital Image Processing, (ed.) M.S. Trivedi, SPIE.
  36. Two-Dimensional Discrete Gauss Markovian Random Field Models for Image Processing, in Progress in Pattern Recognition, Vol. 2, L.N.Kanal and A.Rosenfeld (Eds.), North-Holland, pp. 79-112, 1985.
  37. Multiresolution Models for Image Analysis and Processing, in Multi-resolution Image Analysis and Processing, A.Rosenfeld (Ed.), Springer-Verlag, pp. 102-108, 1984

Journal Papers

2008
  1. Z. Yue, D. Guarino and R.Chellappa, “Moving Object Verification from Airborne Video”, To appear in IEEE Trans. On Circuits and Systems for Video Technology, Vol. , 2008.
  2.  A. Sundaresan and R. Chellappa, “Model Driven Segmentation of Articulating Humans in Laplacian Eigenspace”, IEEE Transactions on Pattern Analysis and Machine Intelligence”, Vol. 30, 2008 (In Press).
  3.  J. Li, S. Kevin Zhou, and R. Chellappa, “ Appearance Modeling Using a Geometric Transform”, To appear IEEE Transactions on Image Processing, Vol. 17, 2008.
  4. A. C. Sankaranarayanan,, A. Srivastava,  and R. ChellappaAlgorithmic and Architectural Optimizations for Computationally Efficient Particle Filtering”, IEEE Trans. on Image processing, Vol. 17, pp. 737-748, May 2008.
  5. M. F. Abdelkader, A. K. Roy-Chowdhury, R. Chellappa, and U. Akdemir, “Activity Representation Using 3D Shape Models, EURASIP Journal on Applied Signal Processing, Vol. 2008, 2008.
  6. H. Moon and R. Chellappa, “3D Shape-Encoded Particle Filter for Object Tracking and its Application to Human Body Tracking”, Eurasip Journal on Applied Signal Processing, Vol. 2008, 2008.
  7. N.P. Cuntoor, B. Yegnanarayana and R. Chellappa, “ Activity Modeling Using Event probability Sequences”, IEEE Trans. on Image Processing, Vol. 17, pp. 594-607, April 2008.
  8. A. Veeraraghavan, R. Chellappa and M. Srinivasan, "Shape-and-Behavior-Encoded Tracking of Bee Dances", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 30, pp. 463-476, March 2008.
  9. Z. Yue, W. Zhao and R. Chellappa, "Pose-Encoded Spherical Harmonics for Face Recognition and Synthesis Using a Single Image", EURASIP Journal on Applied Signal Processing, Jan. 2008.
 

2007
 
  1. J. Broadwater and R. Chellappa, “Hybrid Detector for Subpixel Targerts”  IEEE Trans. on Patt. Anal and Mach. Intelligence, Vol.29, pp. 1891-1903, Nov. 2007.
  2. S.W. Joo and R. Chellappa, " Multiple-Hypothesis Approach for Multiobject Visual Tracking", IEEE Transactions on Image Processing, Vol. 16, pp. 2849-2854,  Nov. 2007.
  3. J. Shao, F. Porikli and R. Chellappa, " Estimation of Contour Motion and Deformation for non-Rigid Object Tracking, Jl. Optical society of America (A), Vol. 24, pp. 2109-2121, August 2007.
  4. A. Chakrabarti , A.N. Rajagopolan and Rama Chellappa , “Super resolution of Face Images Using Kernel PCA Based Prior”, IEEE Trans. On Multimedia, Vol. 9, pp. 888-892, June 2007.
  5. V. Cevher, A. Sankaranarayanar Jim Mcclellan and Rama Chellappa , "Target Tracking Using   a Joint Acoustic-Video System”.  IEEE Trans. On Multimedia, Vol. 9, pp. 715-727, June 2007.
  6. S. Kevin Zhou, G. Aggarwal, Rama Chellappa and David Jacobs, “Appearance Characterization of Linear Lambertian Objects. Generalized Photometric Stereo and Illumination-Invariant Face Recognition”,  IEEE Trans. Patt. Anal and Mach. Intelligence, Vol. 29, pp 230-245, Feb. 2007.
  7. N. Cuntoor and R. Chellappa, “Mixed State Models for Non-Stationary Multi-Object Activities”, EURASIP Jl. on Applied Signal Processing, Vol. 2007, Jan. 2007.


2006 

  1. J. Li and Rama Chellappa, “Structure from Planar Motion”, IEEE Trans. Image Processing, Vol, 15, pp. 3466-3477, Nov. 2006.
  2. Narayanan Ramanathan and Rama Chellappa, "Face Verification across Age Progression”, in IEEE Transactions on Image Processing, Vol. 15, pp. 3349-3361, Nov. 2006.pdf
  3. N. Vaswani and Rama Chellappa , “Principal Component Null Space Analysis for Image and Video Classification ”, IEEE Transactions on Image Processing, Vol. 15, pp. 1816-1830, July 2006.
  4. S. Zhou and Rama Chellappa . “From Sample Similarity to Ensemble Similarity: Probabilistic Distance Measures in Reproducing Kernel Hilbert Space,”, IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 28. pp. 917-929, June 2006 . pdf
  5. A. Agrawal and R. Chellappa, "Robust Ego-Motion Estimation and 3D Model Refinement using Surface Parallax”, IEEE Transactions on Image Processing, Vol. 15, pp. 1215-1225, May 2006.
  6. V. Parameswaran and Rama Chellappa , “Using 2D Project Invariance for Human Action Recognition”, International Journal of Computer Vision., Volume 66, Number 1, January 2006.
2005
  1. Ashok Veeraraghavan, Amit K. RoyChowdhury and Rama Chellappa , “Matching Shape Sequences in Video with Applications in Human Movement Analysis”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 27, Dec. 2005.
  2. N. Vaswani, A.K. Roy-Chowdhury, R. Chellappa, “Shape Activity”: A Continuous-State HMM for Moving/Deforming Shapes With Application to Abnormal Activity Detection” Image Processing, IEEE Transactions on, Image Processing, Vol. 14, pp. 1603 - 1616, Oct. 2005.
  3. Vasu Parameswaren and Rama Chellappa , “Human Action-Recognition Using Mutual Invariants”, Computer Vision and Image Understanding, Vol. 98, pp. 295-325, Sep. 2005.
  4. Amit R. Chowdhury and Rama Chellappa , “Statistical Bias in 3-D Reconstruction from a Monocular Video”, IEEE Trans. Image Processing, Vol. 4, pp. 1057-1062, Aug. 2005.
  5. A.N. Rajagopalan, R. Chellappa and N. T. Koterba, “Background Learning for Robust Face Recognition with PCA in the Presence of Clutter”, IEEE Transactions on Image Processing, Vol. 14, pp. 832-843, June 2005.
  6. S. Zhou and Rama Chellappa , “Image-based Face Recognition Under Illumination and Pose Variations “, Jl. Optical Society of America, A, Vol. 22, pp. 217-229, Feb. 2005
  7. G. Qian, R. Chellappa and Q. Zheng, “Bayesian Algorithms for Simultaneous Structure from Motion Estimation of Multiple Independently Moving Objects”, IEEE Transaction on Image Processing, Vol. 14, pp. 94-109, Jan 2005.
2004
  1. S. Zhou, R. Chellappa and B. Moghaddam, “Visual Tracking and Recognition Using Appearance-Based Modeling in Particle Filters”, IEEE Transactions on Image Processing, Vol. 13, pp. 1491-1506, Nov. 2004.
  2. G. Qian and Rama Chellappa , “Bayesian Self Calibration of a Moving Camera”, Vol. 95, pp. 287-316, 2004
  3. Amit Kale, et al, “Identification of Humans Using Gait”, IEEE Trans. Image Processing, Vol. 13, pp. 1163-1173, Sept. 2004.
  4. Amit R. Chowdhury and R. Chellappa, “An Information Theoretic Criterion for Evaluating the Quality of 3D Reconstruction,” IEEE Trans. Image Processing, Vol. 13, pp. 960-973, July 2004.
  5. Amit R. Chowdhury, R. Chellappa and N. T. Keaton “Wide Baseline Image Registration with Applications to 3-D Face Modeling”, IEEE Transactions on Multimedia and Signal Processing, Vol. 6, pp.423-434, June 2004.
  6. G. Qian and R. Chellappa, “Structure from Motion using Sequential Monte Carlo Methods”, Intl. Jl. Computer Vision, Vol. 59, pp. 5-31, 2004.
2003
  1. W. Zhao, R. Chellappa, J. Phillips and A. Rosenfeld, “Face Recognition in Still and Video Images: A Literature Surrey ”, ACM Computing Surveys, Vol. 35, pp. 399-458, Dec. 2003.
  2. H. Liu, R. Chellappa and A. Rosenfeld “Accurate Dense Optical Flow Estimation Using Adaptive Structure Tensors and a Parametric Model”, IEEE Trans. Image Processing, Vol. 12, pp.1170-1180, Oct. 2003. .
  3. Amit R. Chowdhury and R. Chellappa, “Face Reconstruction from Video Using Uncertainty Analysis and a Generic Model”, Computer Vision and Image Understanding Special Issue on Face Recognition, Vol. 91, pp. 188-213, July 2003.
  4. Amit R. Chowdhury and R. Chellappa “Stochastic Approximation and Rate Distortion Analysis for Robust Structure from Motion”, Intl. Jl. Computer Vision, Vol. 55, pp. 27-53, 2003.
  5. H. Liu , R. Chellappa and A. Rosenfeld, “Fast Two-frame Multi-scale Dense Optical Flow Estimation Using Discrete Wavelet Filters”, Jl. Opt. Soc. of America , A, Vol.
  6. S. Zhou, V. Krueger and R. Chellappa, “Probabilistic Recognition of Human Face from Video”, Computer Vision and image Understanding, Special Issue on Face Recognition, Vol. 91, pp. 214-245, July 2003
  7. A. Banerjee and R. Chellappa “Statistical Physical Model for Foliage Clutter in Ultra-wideband Synthetic Aperture Radar Image”, Jl. Optical Society of America, A, Vol. 20. pp. 32-39, Jan. 2003.
2002
  1. H. Moon, R. Chellappa and A. Rosenfeld, “Optimal Edge-Based Shape Detection”, IEEE Trans. Image Processing, Vol .11, pp. 1209-1227, Nov. 2002.
  2. B. Li and R. Chellappa, “A. Generic Approach to Simultaneous Tracking and Verification in Video”, IEEE Trans. Image Processing Vol. 11, pp. 530-544, May 2002.
  3. H. Moon, R. Chellappa and A. Rosenfeld, “Performance Analysis of a Simple Vehicle Detection Algorithm”, Image and Vision Computing, Vol. 20, pp. 1-13, Jan. 2002.
2001
  1. A.N. Rajagopalan and R. Chellappa, “Higher-Order Statistics- Based Detection of Vehicles in Still Images”, Jl. Optical Society of America :A, Vol. 18, pp. 3037-3048, Dec. 2001.
  2. G. Qian, R. Chellappa and Q. Zheng, “Robust Structure from Motion Estimation Using Inertial Data”, Jl. Optical Society of America : A, Vol. 18, pp. 2982-2997, Dec. 2001.
  3. B. Li and R. Chellappa, “Face Verification Through Tracking Facial Features”, Jl. Optical Society of America : A, Vol. 18, pp. 2969-2981, Dec. 2001.
  4. W. Zhao and R. Chellappa, “Symmetric Shape from Shading Using Self-Ratio Image”, Intl. Jl. Computer Vision Vol. 45, pp. 55-75, Oct. 2001.
  5. B. Li, etal., “Experimental Evaluation of FLIR ATR Algorithms”, Computer Vision, and Image Understanding , Vol. 84, pp. 5-24, Oct. 2001.
2000
  1. A.N. Rajagopalan S. Chaudhuri and R. Chellappa , “Quantitative Analysis of Error Bounds in the Recovery of Depth from Defocused Image,” Jl. Opt. Society of America , A, Vol. 17, pp. 1722-1731, Oct 2000.
  2. B.Li, R. Chellappa, Q. Zheng and S. Der, “Model-Based Temporal Object Verification Using Video”, IEEE Trans. Image Processing, Vol. 10, pp. 897-908, June 2000.
  3. W. Zhao, D. Bhat, J. Wang, N. Nandhakumar and R. Chellappa, “A Reliable Descriptor for face Objects in Visual Content, Signal Processing: Image Communication”, Signal Processing ,Special Issue on MPEG-7, Vol. 16, pp. 123-136, 2000.
  4. S. Kuttikad and R. Chellappa, “Statistical Modeling and Analysis of High Resolution Synthetic Aperture Radar Images”, Statistics and Computing, Special Issue on Image Analysis, Vol. 10, pp. 91-182, April 2000.
1999
  1. C. Shekhar S. Moisan, R. Vincent , P. Burlina and R. Chellappa, “Knowledge-based Control of Vision Systems”, Image and Vision Computing , Vol. 17, pp. 667-683 1999.
  2. A. Banerjee, P. Burlina and R. Chellappa, “Adaptive Target Detection in Foliage Penetrating SAR Images Using Alpha-Stabe Models” (Correspondence) IEEE Trans. Image Processing, Vol. 8, pp. 1823-1831, Dec. 1999.
  3. Shekarforoush and R. Chellappa, “Data-driven Multi-channel Super resolution with Application to Video Sequences”, Jl. Opt. Society of America , A, Vol. 16, pp. 481-492, March 1999.
  4. R. Meth and R. Chellappa, “Stability and Sensitivity of Topographic Features for SAR Target Characterization”, Jl. Opt. Soc. America, A, Vol. 16, pp. 396-413, Feb. 1999.
  5. C. Shekhar, V. Govindu and R. Chellappa, “Multisensor Image Registration by Feature Consensus”, Pattern Recognition, Vol. 32, pp. 39-52, Jan. 1999.
  6. S. Srinivasan and R. Chellappa “Noise-resilient Optical Flow Estimation Using Overlapped Basis Functions”, Jl. Optical Society of America A, Vol. 16, pp. 493-509, March 1999.
1998
  1. M. Srinivasan and R. Chellappa “Adaptive Source-Channel Subband Video Coding for Wireless Channels”, IEEE Jl. on Selected Areas in Communication, Vol. 16, pp. 1830-1839, Dec. 1998.
  2. K. Etemad, and R. Chellappa, “Separability-Based Multi-Scale Basis Selection and Feature Extraction for Signal and Image Classification”, IEEE Trans. Image Processing, Vol. IP-7, pp. 1453-1465, Oct. 1998
  3. H.C. Liu, T.S. Hong, M. Herman, T. Camus and R. Chellappa, “Accuracy vs Efficiency Trade-offs in Optical Flow Algorithms”, Computer Vision and Image Understanding, Vol. 72, pp. 271-286, Dec. 1998.
  4. O. Kia, D. Doermann, A. Rosenfeld and R. Chellappa, “Symbolic Compression and Processing of Document Images”, Comput Vision and Image Understanding, Vol. 70, pp. 335-349, June 1998.
  5. P. Burlina and R. Chellappa, “Temporal Analysis of Motion in Video Sequences Through Predictive Operators”, Intl. Jl. Computer Vision, Vol. 28, pp. 175-192, May 1998.
  6. O.J. Kwon and R. Chellappa, “Region Adaptive Subband Image Coding”, IEEE Trans. Image Processing, Vol. IP-7, pp. 632-648, May1998.
  7. H.C. Liu, T.S. Hong, M. Herman and R. Chellappa, “Motion Model-Based Boundary Extraction and a Real-Time Implementation”, Computer Vision and Image Understanding, Vol. 70, pp. 87-100, April 1998.
  8. R. Chellappa, B. Girod, David Munson, M. Tekalp and M. Vetterli, “The Past Present and Future of Image and Multidimensional Signal Processing”, IEEE Signal Processing Society Magazine, Vol. 15, pp. 21-58, March 98. (Invited Paper, On the occasion of 50 year anniversary of IEEE Signal Processing Society)
1997
  1. K. B. Eom and R. Chellappa, “Non-Cooperative Target Classification Using Hierarchical Modeling of High Range Resolution of Radar Signatures”, IEEE Trans. Signal Processing, Vol. SP-45, pp. 2318-2327, Sept. 1997.
  2. Y.S. Yao and R. Chellappa, “Selective Stabilization of Images Acquired by Unmanned Ground Vehicles”, IEEE Trans. Robotics and Automation, Vol. RA-13, pp.693-708, Oct. 1997.
  3. K. Etemad and R. Chellappa, “Discriminant Analysis for Recognition of Human Face Images”, Jl. Optical Society of America Vol. 14, pp. 1724-1733, August 1997.
  4. P. Burlina, R. Chellappa and C.L. Lin, “A Spectral Attentional Mechanism Tuned to Object Configurations”, IEEE Transactions Image Processing, Vol. 6, Issue 8, Pages: 1117-1128. June 1997.
  5. H.C. Liu, T.S. Hung, M. Herman, and R. Chellappa, “A General Motion Model and Spatio-Temporal Filters for Computing Optical Flow”, Intl., Jl., Computer Vision, Vol. 26, pp. 141-172, April 1997.
  6. S. Krishnamachari and R. Chellappa, “Multiresolution Gauss Markov Random Field Models”, IEEE Trans. Image Processing, Vol. IP-6, pp. 251-267, Feb 1997.
  7. K. Etemad, D. Doermann and R. Chellappa “Multiscale Document Page Segmentation Using Soft Decision Integration”, IEEE Trans. Patts. Anal. Mach Intell, Vol. PAMI-19, pp. 92-96, Jan. 1997. (Correspondence)
  8. R. Chellappa, Q. Zheng, P. Burlina, C. Shekhar and K. Eom, “On the Potitioning of Multi-Sensor Image Data for Image Exploitation and Target Recognition”, Proceedings of The IEEE, Vol. 85, pp. 120-138, Jan. 1997. (Invited paper)
  9. S. Der and R. Chellappa, “Probe Based Recognition of Targets in Infrared Imagery”, IEEE Trans. Image Processing, Vol. 6, Issue1, Pages: 92-102, Jan. 1997.
1996
  1. P. Burlina and R. Chellappa, “Analyzing Looming Motion Components from their Spatio-Temporal Spectral Signature”, IEEE Trans. Patt. Anal. Mach. Intelligence, Vol. PAMI-18, pp. 1029-1034, Oct 1996. (Correspondence)
  2. S. Krishnamachari and R. Chellappa, “Delineating Buildings by Grouping Lines with MRFs “, IEEE Trans. Image Processing, Vol. 5, pp. 164-168, Jan. 1996.(Correspondence)
  3. S. Balakirsky and R. Chellappa, “Performance Characterization of Image Stabilization Algorithms”, Real-time Imaging, Vol.12, pp. 297-313, 1996. (Invited paper)
  4. C. Morimoto and R. Chellappa, “Fast Electronic Digital Image Stabilization for off-Road Navigation”, Real-time Imaging, Vol. 2, pp. 285-296, 1996. (Invited paper)
1995
  1. D. Bader, J. Ja'Ja' and R. Chellappa, “Scalable Data Parallel Algorithms for Texture Synthesis and Compression using Gibbs Random Fields”, IEEE Trans. Image Processing, Vol. 4, Issue 3, pp. 1456-1460, Oct 1995.
  2. Y.S. Yao and R. Chellappa “Tracking a Dynamic Set of Feature Points”, IEEE Trans. Image Processing”, Vol. 4, Issued 10, pp. 1382-1395, Oct 1995.
  3. R. Chellappa, C.L. Wilson and S. Sirohey, “Human and Machine Recognition of Faces: A Survey” Proceedings of The IEEE, Vol. 83, pp. 705-740, May 1995.
  4. T.H. Wu and R. Chellappa, “Experiments on Estimating Motion and Structure Parameters Using Long Monocular Image Sequences”, Intl. Jl. Computer Vision, Vol. 15, pp.77-103, 1995.
  5. V. Venkateswar and R. Chellappa, “Hierarchical Stereo Matching Using Feature Groupings”, Intl. Jl. Computer Vision, Vol. 15, pp. 245-269, 1995.
  6. Q. Zheng and R. Chellappa, “Automatic Feature Point Extraction and Tracking in Image Sequences for Arbitrary Camera Motion.” Intl. Jl. Computer Vision, Vol. 15, pp. 31-76 1995.
1994
  1. H. Greenspan, R. Goodman, R. Chellappa and C.H. Anderson, “Learning Texture Discrimination Rules in a Multiresolution System”, Special Issue on Learning, IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-16, pp. 894-901, Sept. 1994. (Correspondence)
  2. J.L. Blue, G. Candela, P.J. Grother, R. Chellappa and C.L. Wilson, “ Evaluation of Pattern Classifiers for Fingerprint and OCR Applications”, Patter Recognition Vol. 27, pp. 486-501 1994. (Invited Paper).
1993
  1. O.J. Kwon and R. Chellappa, “ Segmentation Based Image Compression”. Special Issue on Image Compression, Optical Engineering, Vol. 32, pp. 1581-1587, July 1993. (Invited paper)
  2. J. C. Lee, B. J. Sheu and R. Chellappa, “A Mixed-Signal VLSI Competitive Neuro Processor for Video Motion Detection”, Special Issue on VLSI Neural Networks, Jl. of VLSI Signal Processing, Vol. 6, pp. 57-66, June 1993.
  3. Q. Zheng and R. Chellappa, “A Computational Vision Approach to Image Registration.” IEEE Trans. Image Processing, Vol. 2, Issue 3, pp. 311-326, 1993.
  4. J. C. Lee, B. J. Sheu and R. Chellappa, “A VLSI Neuroprocessor for Image Restoration Using Analog Computing-Based Systolic Architecture”, Special Issue on Video/Image Signal Processing, Jl. of VLSI Signal Processing, Vol. 5, pp. 185-200, April 1993.
  5. E. Rignot and R. Chellappa, “Maximum A Posteriori Classification of Multifrequency, Multilook Synthetic Aperture Radar Intensity Data.” Journal of Optical Society of America , A Vol. 10, pp. 573-582, April 1993.
  6. J. Zerubia and R. Chellappa, “Mean Field Annealing Using Compound Gauss-Markov Random Fields for Edge Detection and Image Estimation.” IEEE Trans. Neural Networks, Vol. TNN-4, Jan. 1993
  7. J.C. Lee, B.J. Sheu, W.C. Fang and R. Chellappa, “VLSI Neuroprocessors for Video Motion Detection,” IEEE Trans. Neural Networks, TNN-4, pp. 178-191, March 1993.
  8. B.S. Manjunath and R. Chellappa, “A Unified Approach to Boundary Perception: Edges, Textures and Illusory Contours,” IEEE Trans. Neural Networks, Vol. NN-4, pp. 96-108, Jan. 1993.
1992
  1. V. Venkateswar and R. Chellappa, “Extraction of Straight Lines in Aerial Images,” IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-14, pp. 1111-1114, Nov. 1992 (Correspondence).
  2. G.S. Young and R. Chellappa, “Statistical Analysis of Inherent Ambiguities in Recovering 3-D Motion from a Noisy Flow Field,” IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. PAMI-14, pp. 995-1013, Oct. 1992.
  3. J.C. Lee, B.J. Sheu, J. Choi and R. Chellappa, “A Mixed-Signal VLSI Neuroprocessor for Image Restoration”.IEEE Trans. Circuits and System for Video Technology, Vol. 2, pp. 319-324, Sept. 1992.
  4. E. Rignot, R. Chellappa and P. Dubois, “Unsupervised Segmentation of Polarimetric SAR Data Using the Covariance Matrix,” IEEE Trans. Geoscience and Remote Sensing, Vol. GRS-30, pp. 697-705, July 1992.
  5. E. Rignot and R. Chellappa, “Segmentation of Polarimetric Synthetic Aperture Data,” IEEE Trans. Image Processing, Vol. 1, Issue 3, pp. 281-300, July 1992.
  6. S. Chandrashekhar and R. Chellappa, “Passive Navigation in a Partially Known Environment,” Intl. Jl. of Robotic Systems, Vol. 9, pp. 729-752, June 1992 (Invited Paper).
1991
  1. E. Rignot and R. Chellappa, “Segmentation of Synthetic Aperture Radar Complex Data,” Journal of Optical Society of America , A., Vol. 8, pp. 1499-1509, Sept. 1991.
  2. Q. Zheng and R. Chellappa, “Estimation of Illuminant Direction, Albedo and Shape from Shading,” IEEE Trans. Patt. Anal. Mach. Intell., vol. PAMI-13, pp. 680-702, July 1991.
  3. T.J. Broida and R. Chellappa, “Estimating the Kinematics and Structure of a Moving Rigid Object from a Sequence of Noisy Images” IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-13, pp. 497-513, June 1991.
  4. B.S. Manjunath and R. Chellappa, “A Note on Unsupervised Texture Segmentation” IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-13, pp. 478-483, May 1991. (Correspondence)
  5. M. Shao, R. Chellappa and T. Simchony, “Reconstructing a Depth Map from One or More Images,” Computer Vision, Graphics and Image Processing : Image Understanding, Vol. 53, pp. 219-226, March 1991 (Research Note).
1990
  1. G.S. Young and R. Chellappa, “3-D Motion Estimation Using a Sequence of Noisy Stereo Images: Models, Motion Estimation and Uniqueness Results”, IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-12, pp. 735-759, August 1990.
  2. T.J. Broida, S. Chandrashekhar and R. Chellappa, “Recursive Techniques for Estimation of 3-D Translation and Rotation Parameters from Noisy Image Sequences”, IEEE Trans. Aerospace and Electronic Systems, Vol. AES-26, pp. 639-656, July 1990.
  3. B.S. Manjunath, T. Simchony and R. Chellappa, “Stochastic and Deterministic Networks for Texture Segmentation”, IEEE Trans. Acoust., Speech, and Signal Processing, Vol. ASSP-38, pp. 1039-1049, June 1990.
  4. R.T. Frankot and R. Chellappa, “Estimation of Surface Height in Synthetic Aperture Radar Images Using Shape from Shading Techniques”, Artificial Intelligence Journal, Vol. 43, pp.271-310, June 1990.
  5. T. Simchony, R. Chellappa, and S. Min, “Direct Analytical Methods for Solving Poisson Equations in Computer Vision Problems”, IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-12, pp. 435-446, May 1990.
  6. T. Simchony, R. Chellappa and Z. Lichtenstein, “Relaxation Algorithms for the Restoration Gray Level Images Corrupted by Multiplicative Noise”, IEEE Trans. on Information Theory, Vol. IT-36, pp.608-613, May 1990.
  7. R. R. Hansen, Jr. and R. Chellappa, “Noncausal Spectrum Estimation for Direction Finding”, IEEE Trans. Information Theory, Vol. IT-36, pp. 108-125, Jan. 1990.
  8. A. Rangarajan, R. Chellappa and Y.T. Zhou, “A Unified Approach for Filtering and Edge Detection in Noisy Images”, IEEE Trans. Circuits and Systems, Vol. CAS-37, pp. 140-144, Jan. 1990. (Correspondence)
1989
  1. T. Simchony, R. Chellappa, and Z. Lichtenstein, “Pyramid Implementation of Optimal Step Conjugate Gradient Algorithms for Some Computer Vision Problems”, IEEE Trans. on Systems, Man and Cybernetics, Vol. SMC-19, pp. 1408-1425, November 1989.
  2. T.J. Broida and R. Chellappa, “Uniqueness and Performance Measure Results for 3-D Motion Estimation from a Monocular Sequence of Noisy Images”, Journal of Optical Society of America , Vol. 6, pp. 879-889, June 1989.
  3. Y. Zhou, V. Venkateswar, and R. Chellappa, “Edge Detection and Linear Feature Extraction Using the Directional Derivatives of a 2-D Random Field Model”, IEEE Trans. Patt. Anal. Intell., Vol. PAMI-11, pp.84-95, Jan. 1989. (Correspondence)
1988
  1. Y.T. Zhou, R. Chellappa, and B.K. Jenkins, “Image Restoration Using a Neural Network”, IEEE Trans., Speech and Signal Proc., vol. ASSP-36, pp. 1141-1151, July 1988.
  2. R.T. Frankot and R. Chellappa, “A Method for Enforcing Integrability in Shape from Shading Problem”, IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-10, pp.439-451, July 1988.
  3. R. Hansen and R. Chellappa, “Two-dimensional Robust Markov Spectral Estimation”, IEEE Trans. Acoust.,Speech, and Signal Processing, Vol. ASSP-36, pp. 1051-1066, July 1988.
1987
  1. C.C. Lin and R. Chellappa, “Classification of 2-D Partial Shapes Using Fourier Descriptors”, IEEE Trans. Patt. Anal. Mach. Intell, vol. PAMI-9, pp. 686-690, September 1987. (Correspondence)
  2. R.T. Frankot and R. Chellappa, “Lognormal Random Field Models and Their Applications to Radar Image Synthesis”, IEEE Trans. Geoscience and Remote Sensing, Vol. GE-24, pp. 195-207, March 1987.
1986
  1. T.J. Broida and R. Chellappa, “Estimation of Object Motion Parameters from a Sequence of Noisy Images”, IEEE Trans. Patt. Anal. Mach. Intell., Vol. PAMI-8, pp. 90-99, Jan. 1986.
  2. G. Sharma and R. Chellappa, “Two-Dimensional Spectral Estimation Using Noncausal Autoregressive Models”, IEEE Trans. Inform. Theory, Vol. IT-32, pp. 268-275, March 1986.
1985
  1. R. Chellappa and S. Chatterjee, “Classification of Textures Using Gaussian Markov Random Field Models”, IEEE Trans. on Acoust, Speech and Signal Proc., Vol. ASSP-33, pp. 959-963, Aug. 1985.
  2. G. Sharma and R. Chellappa, “A Model Based Approach for the Estimation of 2-D Maximum Entropy Power Spectra”, IEEE Trans. on Inform. Theory, Vol. IT-31, pp. 90-99, Jan. 1985.
  3. R. Chellappa, S.Chatterjee, and R.Bagdazian, “Texture Synthesis and Coding Using Gaussian Markov Random Field Models”, IEEE Trans. on Syst., Man, and Cybern, Vol. SMC-15, pp. 298-303, March 1985. (Correspondence)
  4. R. Chellappa, and R.L. Kashyap, “Texture Synthesis Using Spatial Interaction Models,” IEEE Trans. on Acoust., Speech and Signal Proc., Vol. ASSP-33, pp. 194-203, Feb. 1985.
1984
  1. R. Chellappa, and R. Bagdazian, “Optimal Fourier Coding of Image Boundaries”, IEEE Trans. on Patt. Anal. and Mach. Intell., Vol. PAMI-6, pp. 102-105, Jan 1984. (Correspondence).
1983
  1. R. Chellappa, Y.H.Hu and S.Y.Kung., “On Two-Dimensional Markov Spectral Estimation”, IEEE Trans. on Acoust., Speech and Signal Proc., Vol. ASSP-31, pp.836-841, August 1983.
  2. R.L. Kashyap and R. Chellappa, “Estimation and Choice of Neighbors in Spatial Interaction Models of Images”, IEEE Trans. on Information Theory, Vol.IT-29, pp. 60-72, Jan. 1983.
1982
  1. R.L.Kashyap, R. Chellappa, and A.Khotanzad, “Texture Classification Using Features Derived from Random Field Models”, Pattern Recognition Letters, Vol. 1, pp.43-50, Oct. 1982. (Invited)
  2. R. Chellappa, and R.L. Kashyap, “Digital Image Restoration Using Spatial Interaction Models”, IEEE Trans. on Acoustics, Speech and Signal Processing, Vol. ASSP-30, pp.461-472, June 1982.
1981
  1. R.L. kashyap and R. Chellappa, "Stochastic Models for Closed boundary Analysis: Representation and Reconstruction", IEEE Trans. on Information Theory, Vol. 27, pp. 627-637, Sept. 1981.
  2. R.L. Kashyap, R. Chellappa, and N. Ahuja, “Decision Rules for the Choice of Neighbors in Random Field Models of Images”, Computer Graphics and Image Processing, pp. 301-318, April 1981.

Conference Papers

2007
  1. Hao Wu, R. Chellappa, A. C. Sankaranarayanan and S. K. Zhou, Robust visual tracking using the time-reversibility constraint ICCV 2007, Rio, Brazil, Oct 14-20, 2007.
  2. Soma Biswas, Gaurav Aggarwal and Rama Chellappa. Robust Estimation of Albedo for Illumination-invariant Matching and Shape Recovery.  In Proceedings of the Eleventh IEEE International Conference on Computer Vision (ICCV), Rio, Brazil, October, 2007.
  3.  Ramachandran M., Veeraraghavan A.and Chellappa R., "Fast Bilinear SFM with Side Information", Proc. IEEE Intl. Conf. On Computer Vision, October 2007, Rio, Brazil.
  4. Soma Biswas, Gaurav Aggarwal and Rama Chellappa. Efficient Indexing For Articulation Invariant Shape Matching And Retrieval,  In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June, 2007.
  5. Pavan K. Turaga, Ashok Veeraraghavan and Rama Chellappa. "From videos to verbs: Mining Videos for Activities using a cascade of dynamical systems", in IEEE conference on Computer Vision and Pattern Recognition,Minneapolis, MN, June 2007.
  6. V. Cevher, R. Chellappa and J. H. McClellan, "Joint acoustic-video fingerprinting of vehicles, part I," ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
  7. V. Cevher, F. Guo and A. C. Sankaranarayanan, and R. Chellappa, "Joint acoustic-video fingerprinting of vehicles, part II," ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
  8. H. Liu and R. Chellappa, "Markerless monocular tracking of articulated human motion", ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
  9. K. Nandy and R. Chellappa, "Simulation and analysis of human walking motion," ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
  10. N. Cuntoor and R. Chellappa, "Coarse-to-fine event model for human activities," ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
  11. N. P. Cuntoor, R. Chellappa, "Epitomic representation of human activities", IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Minneapolis, MN, June 2007.
  12. Gaurav Aggarwal, Soma Biswas and Rama Chellappa, "Symmetric Objects are Hardly Ambiguous", In Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), June, 2007.


2006 
  1. Soma Biswas, Gaurav Aggarwal and Rama Chellappa, “ Invariant Geometric Representation of 3D Point Clouds for Registration and Matching”, Intl. Conf. on Image Processing, Atlanta, GA Oct. 2006. pdf
  2. S.-W. Joo and R. Chellappa, “Recognition of Multi-Object Events Using Attribute Grammars,” In Proc. International Conference on Image Processing, Atlanta , GA , Oct. 2006.
  3. J. Shao, F. Porikli, and R. Chellappa, "A Particle Filter Based Non-rigid Contour Tracking Algorithm with Regulation”, Intl. Conf. Image Processing (Oral Presentation), Atlanta , GA Oct. 2006.
  4. A. Sundaresan and R. Chellappa, "Segmentation and Probabilistic Registration of Articulated Body Models", International Conference on Pattern Recognition, Vol. 2, pp. 92-96, Hong Kong , August, 2006. pdf
  5. A. Sundaresan and R. Chellappa, “Acquisition of Articulated Human Body Models using Multiple Cameras”, IV Conference on Articulated Motion and Deformable Objects, Andratx, Mallorca, Spain, July, 2006.
  6. Ashok Veeraraghavan, Rama Chellappa and Amit K. Roy-Chowdhury. The Function Space of an Activity , Accepted for Oral Presentation at IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2006.pdf
  7. S.-W. Joo and R. Chellappa, “Attribute Grammar-Based Event Recognition and Anomaly Detection,” In Proc. International Workshop on Semantic Learning Applications in Multimedia, New York , NY June, 2006.
  8. Narayanan Ramanathan and Rama Chellappa, “Modeling Age Progression in Young Faces”, IEEE Computer Vision and Pattern Recognition, Vol. 1, pp : 387-394, New York , June, 2006. pdf
  9. A. Agrawal, R. Raskar and R. Chellappa, " Edge Suppression by Gradient Field Transformation Using Cross-Projection Tensors", IEEE Conference on Computer Vision and Pattern Recognition, New York , NY , June. 2006. pdf
  10. J. Broadwater and R. Chellappa, “An Adaptive Threshold Method for Hyperspectral Target Detection," in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2006, Vol. 5, pp. V1201-V1204, May 2006.
  11. A. Agrawal, R. Raskar and R. Chellappa, "What is the Range of Surface Reconstructions from a Gradient Field?", European Conference on Computer Vision, Austria , May 2006. pdf
  12. Feng Guo and Rama Chellappa, “Video Mensuration using a Stationary Camera”, 9th European Conference on Computer Vision, Graz , Austria , May 2006.
  13. A. Sundaresan and R. Chellappa, "Multi-camera Tracking of Articulated Human Motion Using Motion and Shape Cues ", Asian Conference on Computer Vision, Hyderabad , Jan. 2006.
  14. Mohamed F. Abdelkader, Rama Chellappa, Qinfen Zheng and Alex L. Chan “Integrated Motion Detection and Tracking for Visual Surveillance”, International Conference for Vision Systems (ICVS), Vol. 28, Jan. 2006. pdf
2005
  1. N. Vaswani and Rama Chellappa , “Non-stationary Shape Activities”, IEEE Control and Decision Conf., Page(s): 1532-1528, Seville , Spain , Dec. 2005.
  2. N. Vaswani and Rama Chellappa , “Non-stationary Shape Activities”, IEEE Control and Decision Conf., Page(s): 1532-1528, Seville , Spain , Dec. 2005.
  3. A. Agrawal and R. Chellappa, "Fusing Depth and Video using Rao-Blackwellized Particle Filter", First International Conference on Pattern Recognition and Machine Intelligence, Kolkata, India, 2005. pdf
  4. Rama Chellappa, Ashok Veeraraghavan and Gaurav Aggarwal, "Pattern Recognition in Video", International Conference on Pattern Recognition and Machine Intelligence, Kolkata, India, December, 2005. pdf
  5. Gaurav Aggarwal, Ashok Veeraraghavan and Rama Chellappa, "Facial Pose Tracking in Un calibrated Videos" Accepted for International Conference on Pattern Recognition and Machine Intelligence, Kolkata, India December, 2005. pdf
  6. A. Agrawal, R. Chellappa and R. Raskar, "An Algebraic Approach to Surface Reconstruction from Gradient Fields",  IEEE International Conference on Computer Vision, Beijng, China, October, 2005. pdf
  7. J. Li, S. Zhou and R. Chellappa, "Appearance Modeling Under Geometric Context", IEEE International Conference on Computer Vision, October, 2005. pdf
  8. Z. Yue, W. Zhao and R. Chellappa, “ Pose-Encoded Spherical Harmonics for Robust Face Recognition Using a Single Image ”, IEEE International Workshop on Analysis and Modeling of Faces and Gestures (joint with ICCV), to appear, October, 2005. pdf
  9. Aswin C Sankaranarayanan, Rama Chellappa and Ankur Srivastava, "Algorithmic and Architectural Design Methodology for Particle Filters in Hardware", International Conference on Computer Design, San Jose, October, 2005. pdf
  10. Gaurav Aggarwal and Rama Chellappa. "Face Recognition in the Presence of Multiple-Illumination Sources", International Conference on Computer Vision, Beijing, China, October, 2005. pdf
  11. S. Saha, V. Kianzad, J. Schlessman, G. Aggarwal, S. S.Bhattacharyya, W. Wolf, R. Chellappa, "An Architectural Level Design Methodology for Embedded Face Detection", International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), September, 2005. pdf
  12. Aswin C Sankaranarayanan, Rama Chellappa and Qinfen Zheng, "Tracking Objects in Video Using Motion and Appearance Models", International Conference on Image Processing, Genoa, Italy, September, 2005. pdf
  13. Z. Yue and R. Chellappa, “ Synthesis of Novel Views of Moving Objects in Airborne Video ”, British Machine Vision Conference, September, 2005. pdf
  14. J.B. Broadwater, R. Meth, and R. Chellappa, “Average Relative Radiance Transform for Subpixel Detection," in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium 2005 , Seoul, South Korea, July 2005.
  15. Narayanan Ramanathan, Rama Chellappa, " Face Verification Across Age Progression ", IEEE Conference on  Computer Vision and Pattern Recognition, pp : 462-469, Vol 2, San Diego, June 2005. pdf
  16. Gaurav Aggarwal, Soma Biswas and Rama Chellappa, "UMD Experiments with FRGC data", In Proceedings of IEEE Workshop on Face Recognition Grand Challenge Experiments (held with CVPR 2005), San Diego, June, 2005 pdf
  17. Ashok Veeraraghavan and Rama Chellappa, "Tracking Bees in a Hive", Snowbird Learning Workshop, Snowbird, Utah, April, 2005. pdf
  18. N. Cuntoor, B. Yegnanarayana and R. Chellappa, "Interpretation of State Sequences in HMM for Activity Representation", Proc. IEEE Intl . Conf . on Acoustics, Speech, and Signal Processing, Philadelphia, March, 2005. pdf
  19. Mahesh Ramachandran, Shaohua Kevin Zhou, Divya Jhalani and Rama Chellappa, " A Method for Converting a Smiling Face to a Neutral Face with Applications to Face Recognition", International Conference on Acoustics, Speech and Signal Processing, Philadelphia, March, 2005. pdf
  20. A. Agrawal & R. Chellappa, "Moving Object Segmentation and Dynamic Scene Reconstruction Using Two Frames", IEEE Intl. Conf. on Acoustics, Speech and Signal Processing, Philadelphia, March, 2005 pdf
  21. Z. Yue and R. Chellappa, “ Pose-Normalized View Synthesis From Silhouettes ”, IEEE Intl . Conf . on Acoustics, Speech, and Signal Processing, Philadelphia, March, 2005. pdf
  22. A. Agrawal and R. Chellappa, "Ego-Motion Estimation and 3D Model Refinement in Scenes with Varying Illumination", IEEE Motion, Denver, Coloradeo, Jan 2005. pdf
  23. J. Li, and R. Chellappa, "A Factorization Approach for Structure from Planar Motion", IEEE Workshop on Motion and Video Computing, January, 2005 pdf
2004
  1. J.B. Broadwater, R. Meth, and R. Chellappa, “Dimensionality Estimation in Hyper-spectral Imagery Using Minimum Description Length,” in Proceedings of the Army Science Conference 2004 , Orlando, FL, November, 2004.
  2. A. Sundaresan, A. Roy Chowdhury and R. Chellappa, "Multiple View Tracking of Human Motion Modelled by Kinematic Chains", Proc. Intl. Conf. on Image Processing, Singapore, October 2004. pdf
  3. J. Shao, S. Zhou and R. Chellappa, "Simultaneous Background and Foreground Modeling for Tracking in Surveillance Video", Proc. Intl. Conf. on Image Processing, Singapore, October 2004. pdf
  4. A. Agrawal and R. Chellappa, "Robust Ego-Motion Estimation and 3D Model Refinement Using Depth Based Parallax Model", Proc. Intl. Conf. on Image Processing, Singapore, October 2004. pdf
  5. N. Ramanathan, A. Roy Chowdhury and R. Chellappa, "Facial Similarity Across Age, Disguise, Illumination and Pose", Proc. Intl. Conf. on Image Processing, Singapore, October 2004.pdf
  6. G. Qian, R. Chellappa and Q. Zheng, " Robust Bayesian Camera Motion Estimation Using Random Sampling", Proc. Intl. Conf. on Image Processing, Singapore, October 2004. pdf
  7. G. Aggarwal, A. Roy Chowdhury and R. Chellappa, "A System Identification Approach for Video-Based Face Recognition", Proc. Intl. Conf. on Pattern Recognition, Cambridge, UK, August 2004. pdf
  8. S. Zhou and R. Chellappa, "Multiple-Exemplar Discriminate Analysis for Face Recognition", Proc. Intl. Conf. on Pattern Recognition, Cambridge, UK, August 2004. pdf
  9. N. Vaswani and R. Chellappa, "Classification Probability Analysis of Principal Component Null Space Analysis ", Proc. Intl. Conf. on Pattern Recognition, Cambridge, UK, August 2004. pdf
  10. V. Parameswaran and R. Chellappa, "View Independent Human Body Pose Estimation from a Single Perspective Image", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Washington D.C., June 2004. pdf
  11. S. Zhou and R. Chellappa, "Probabilistic Identity Characterization for Face Recognition", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Washington D.C., June 2004. pdf
  12. A. Veeraraghavan, A. Roy Chowdhury and R. Chellappa, "Role of Shape and Kinematics in Human Movement Analysis", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Washington D.C., June 2004. pdf
  13. J.B. Broadwater, R. Meth, and R. Chellappa, “A Hybrid Algorithm for Subpixel Detection in Hyperspectral Imagery,” IEEE International Geoscience and Remote Sensing Symposium 2004 , Anchorage , AK , 25 June 2004.
  14. A. Kale, A. Roy Chowdhury and R. Chellappa, "Fusion of Gait and Face for Human Identification", Proc. IEEE Intl. Conf. on Acoust., Speech and Signal Processing, Montreal, Canada, May 2004. pdf
  15. J. Shao, S. Zhou and R. Chellappa, "Appearance-Based Tracking and Recognition Using the 3D Trilinear Tensor", Proc. IEEE Intl. Conf. on Acoust., Speech and Signal Processing, Montreal, Canada, May 2004. pdf
  16. Z. Yue, S. Zhou and R. Chellappa, "Robust Two-Camera Tracking Using Homography", Proc. IEEE Intl. Conf. on Acoust., Speech and Signal Processing, Montreal, Canada, May 2004. pdf
  17. A. Agrawal and R. Chellappa, "3D Model Refinement using surface Parallax", Proc. IEEE Intl. Conf. on Acosut., Speech and Signal Processing, Montreal, Canada, May 2004. pdf
  18. R. Chellappa, G. Qian and Q. Zheng, "Vehicle Detection and Tracking using Acoustic and Video Sensors", Proc. IEEE Intl. Conf. on Acosut., Speech and Signal Processing, Montreal, Canada, May 2004. pdf
2003
  1. Marti-Balcells, D. Doermann, D. DeMenthon and R. Chellappa, "An Appearance Model Based Approach for Human and Object Tracking," Proc. Intl. Conf. on Image Processing Vol. 2, pp. 85-88, Barcelona, Spain, Sept. 2003.
  2. A. Sundaresan, A. Roy Chowdhury and R. Chellappa, "A Hidden Markov Model Based Framework for Recognition of Humans from Gait Sequences," Proc. Intl. Conf. on Image Processing, Vol. 2, pp. 93-96, Barcelona, Spain, Sept. 2003.pdf
  3. A. Kale, A. Roy Chowdhury and R. Chellappa, "Towards View Invariant Gait Recognition Algorithm", Proc. IEEE Conf. on Advanced Video and Signal Based Surveillance, Miami, FL, pp. 143-150, July 2003. pdf
  4. Z. Yue, L. Zhao and R. Chellappa, "View Synthesis of Articulating Humans Using Visual Hull", Proc. Intl. Conf. on Multimedia and Expo, Baltimore, MD Vol. 1, pp. 489-492, July 2003. pdf
  5. T. Yamamoto and R. Chellappa, "Shape and Motion Driven Particle Filtering for Human Body Tracking", Proc. Intl. Conf. on Multimedia and Expo, Baltimore, MD Vol. 3, pp. 61-64, July 2003.
  6. S. Zhou, R. Chellappa and B. Mogheddem, "Adaptive Visual Tracking and Recognition Using Particle Filters," Proc. Intl. Conf. on Multimedia and Expo, Baltimore, MD Vol. 2, pp. 349-352, July 2003. pdf
  7. V. Parameswaran and R. Chellappa, "View Invariants for Human Action Recognition", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Madison, WI, Vol. 2, pp. 613-619, June 2003. pdf
  8. Namrata Vaswani, A. Roy Chowdhury, Rama Chellappa, "Activity Recognition Using the Dynamics of the Configuration of Interacting Objects", IEEE Computer Vision and Pattern Recognition, Madison, WI, Vol. 2 633-640, June 2003. pdf
  9. Amit Roy Chowdhury, A. Kale and R. Chellappa, "Video Synthesis of Arbitrary Views for Approximately Planar Scenes", Proc. ICASSP 2003, Hong Kong, Vol. 3, pp. 497-500, April 2003. pdf
  10. N. Vaswani, A. Roy Chowdhury, and R. Chellappa, "Statistical Shape Theory for Activity Modeling" , Proc. ICASSP, 2003, Hong Kong, Vol. 3, pp. 493-496, April 2003. pdf
  11. S. Zhou and R. Chellappa, "Simultaneous Tracking and Recognition of Human Face from Video," Proc. ICASSP 2003, Hong Kong , Vol. 3, 225-228, April 2003. pdf
  12. N. Cuntoor, A. Kale and R. Chellappa, "Combining Multiple Evidences for Gait Recognition," Proc. ICASSP 2003, Hong Kong , Vol. 3, pp. 33-36, April 2003. pdf
2002
  1. H. Liu, R. Chellappa and A. Rosenfeld, "Accurate Optical Flow Estimation Using Structure Tensor Approach," Intl. Conf. On Pattern Recognition, Quebec City, Canada, August 2002. pdf
  2. G. Qian, R. Chellappa, and Q. Zheng, Bayesian Structure From Motion Using Inertial Information, IEEE International Conference on Image Processing, Rochester, NY, pp. III:425-428, 2002. pdf
  3. G. Qian, R. Chellappa, and Q. Zheng, A Bayesian Approach to Simultaneous Motion Estimation of Multiple Independently Moving Objects, International Conference on Pattern Recognition, Quebec City, Canada, I.9, 2002. pdf
  4. A.R. Chowdhury, R. Chellappa, S. Krishnamurthy, and T. Vu, 3D Face Reconstruction from Video Using a Generic Model, International Conference on Multimedia, Switzerland, pp. I:449-452, 2002. pdf
  5. S. Zhou and R. Chellappa, A Robust Algorithm for Probabilistic Human Recognition from Video, International Conference on Pattern Recognition, Quebec City, Canada, pp. I:226-229, 2002. pdf
  6. S. Zhou and R. Chellappa, "Probabilistic Human Recognition from Video", European Conf. On Computer Vision, Copenhagen, Denmark, pp. 681-697, May 2002. pdf
  7. G. Qian and R. Chellappa, "Bayesian Self Calibration of a Moving Camera", European Conf. On Computer Vision, Copenhagen, Denmark, pp. 277-293, May 2002. pdf
  8. S. Zhou, V. Krueger and R. Chellappa, "Face Recognition from Video: A Condensation Approach", Proceedings. Fifth IEEE International Conference on Automatic Face and Gesture Recognition, Washington D.C, pp. 221-226, 2002. pdf
  9. H. Liu, R. Chellappa and A. Rosenfeld "Fast Two-frame Multiscale Dense Optical Flow Estimation Using Discrete Wavelet Filters ", IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 4, pp. 3588-3591, Orlando, 2002. pdf
  10. A.R. Chowdhury and R. Chellappa, "Towards a Criterion for Evaluating the Quality of 3D Reconstructions", IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 4, pp. 3321-3324, Orlando, 2002. pdf
  11. R. Chellappa, S. Zhou and B. Li " Bayestan Methods for Face Recognition from Video", IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 4, pp. 4068-4071, Orlando, 2002. pdf
  12. A. Kale, N. Cuntoor and R. Chellappa, "A Framework for Activity-Specific Human Identification", IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 4, pp. 3660-3663, Orlando, 2002. pdf
2001
  1. A.R. Chowdhury and R. Chellappa, Robust Estimation of Depth and Motion Using Stochastic Approximation, International Conference on Image Processing, Greece, pp. I:642- 645, 2001. pdf
  2. H. Moon, R. Chellappa, and A. Rosenfeld, "3D Object Tracking Using Shape-Encoded Particle Propagation", International Conference on Computer Vision, Vancouver, Canada, pp. II:307-314, 2001.
  3. G. Qian and R. Chellappa, "Structure From Motion Using Sequential Monte Carlo Methods", International Conference on Computer Vision, Vancouver, Canada, pp. II:614- 621, 2001. pdf
  4. B. Li, R Chellappa and H. Moon "Monte Carlo Simulation Techniques for Probabilistic Tracking", Conference Record of the Thirty-Fifth Asilomar Conference on Signals, Systems and Computers, Vol. 1, pp. 75-82, 2001.
2000
  1. H. Moon, R. Chellappa and Rosenfeld, "Optimal Shape Detection", Proc. Intl. Conf. Image Processing, Vancouver, Canada, pp. 885-888, Vol. III, Sept. 2000.
  2. H. Shekerforoush and R. Chellappa, "A Multifractal Formalism for Stabilization, Object Detection and Tracking in FLIR Sequences", In Proc. IEEE Intl. Conf. Image Processing, pp. 78-81, Vol. III, Sept. 2000.
  3. A.N. Rajagopalan and R. Chellappa, "Vehicle Detection and Tracking in Video", in Proc. IEEE Intl. Conf. on Image Processing, Vancouver, Canada, Sept 2000. pdf
  4. A. N. Rajagopalan and R. Chellappa, "Higher-order spectral Analysis of Human Motion", In Proc. IEEE Intl. Conf. Image Processing Vancouver, Canada, Sept. 2000. pdf
  5. A. Banerjee and R. Chellappa, "Tumor Detection in Digital Monogram", In Proc. Intl. Conf. Image Processing, Vancouver, Canada, pp. 432-435, Vol. III, Sept. 2000.
  6. W. Zhao and R. Chellappa, "3D Model Enhanced Face Recognition", In Proc. Intl. Conf. Image Processing, Vancouver, Canada, pp. 50-53, Vol. III Sept. 2000.
  7. B. Li and R. Chellappa, "Gabor Attributes Tracking for Face Verification", in Proc. Intl Conf. Image Processing, Vancouver, Canada, pp. 45-48, Vol, I , Sept. 2000.
  8. G. Qian, Q. Zheng and R. Chellappa, "Reduction of Inherent Ambiguities in Structure from Motion using Inertial Data", in Proc. Intl. Conf. on Image Processing, Vancouver, Canada, Sept. 2000.pdf
  9. G. Qian, A. Kale and R. Chellappa, "Robust Estimation of Motion and Structure Using a Discrete it a Filter", Proc. Intl. Conf. on Image Processing, Vancouver, Canada, Sept 2000. pdf
  10. W. Zhao and R. Chellappa, "Face Recognition Using Symmetric Shape from Shading ", In Proc. IEEE Computer Society Conf. on Computer Vision and Patt. Recn. Hilton Head, SC, Vol. 4 pp. 286-293, June 2000.
  11. B. Li and R. Chellappa "Simultaneous Tracking and Verification Using Sequential Importance Sampling", In. Proc. IEEE Computer Society Conf. on Computer Vision and Patt. Recn., Hilton Head, SC, Vol. 2 pp. 110-117, June 2000.
1999
  1. A. N. Rajagopalan, P. Burlina and R. Chellappa, "Detection of People in Image," IEEE, Jt. Conf. on Neural Networks, Washington D.C., July 1999.
  2. A.N. Rajagopalan, P. Burlina and R. Chellappa, "Higher Order Statistical Learning for Vehicle Detection in Images," Proc. IEEE Intl. Conf. on Computer Vision, Kerkyra, Greece, pp. 1204-1209, Sept. 1999. pdf
  3. R. Chellappa, G. Qian and S. Srinivasan, "Depth Estimation Using Discrete and Continuous Approaches," Invited paper, Intl. Conf. on Image Processing, Kobe City, Japan, October 1999.
  4. R. Meth and R. Chellappa, "Feature Matching and Target Recognition in SAR Images," Proc. Intl. Conf. on Acoust., Speech and Signal Proc., Arizona, March 1999.
  5. S. Srinivasan and R. Chellappa, "Fast Structure from Motion Recovery Applied to 3-D Image Stabilization," Proc. Intl. Conf. on Acoust., Speech and Signal Proc., pp. 3357-3360 Arizona, March 1999.
  6. B. Li and R. Chellappa, "Dynamic Object Identification and Verification from Video," Proc. Intl. Conf. on Acoust., Speech and Signal Proc., Arizona, March 1999.
1998
  1. W. Phillips, S. Degraaf, S. and R. Chellappa, "Enhanced Segmentation of SAR Image Using non-Fourier Imaging, "Proceedings of IEEEICIP 98, Chicago IL, pp. 583-586, October
  2. Q. Zheng and R. Chellappa, "Model-Based Target Recognition in Pulsed Ladar Imagery", Proc. IEEE Conf. on Computer Vision and Patt. Recog., Santa Barbara, CA, pp. 515-520, June 1998.
  3. S. Srinivasan and R. Chellappa "Optical flow Using Overlapped Basis Functions for Solving Global Motion Problem", Proc. European Conference on Computer Vision (ECCV), Freiburg Germany, June 1998.
  4. W. Zhao, R. Chellappa and N. Nandhakumar, "Empirical Performance Analysis of Linear Discriminant Classifiers", Proc. IEEE. Conf. Comp. Vision Pattern Recog., Santa Barbara, CA, pp. 164-169, June 1998.
  5. R. Meth, R. Chellappa and S. Kuttikkad, "Target Aspect Estimation from Single and Multi- pass SAR Images, "Proceedings of IEEEICASSP98, Seattle WA, pp. 2745-2748, May.
  6. C. Morimoto and R. Chellappa, "Evaluation of Image Stabilization Algorithms," Proceedings of IEEEICASSP98, Seattle WA, pp. 2789-2792, May.
  7. A. Banerjee, P. Burlina, R. Chellappa and R. Kapoor, "Frequency Dependence of ATD Performance in foliage-penetrating SAR images," Proceedings of IEEEICIP98, Chicago IL, pp. 578-582, October.
  8. M. Srinivasan and R. Chellappa, "Multiple Description Suband Coding "Proceedings of IEEEICIP 98, Chicago IL. pp. 648-668, October.
1997
  1. V. Parameswaran, P. Burlina and R. Chellappa, "Performance Analysis and Learning Approaches for Vehicle Detection and Counting", Proc. Intl. Conf. Acoust., Speech, Signal Processing, Munich Germany, April, 1997. pdf
  2. M. Srinivasan and R. Chellappa, "Joint Source-Channel Coding of Images", Proc. IEEE Intl. Conf. Acoust., Speech, Signal Processing, Munich, Germany, Vol. 4, pp. 2925-2928, April 1997.
  3. W. Phillips and R. Chellappa, "SAR Target Detection Algorithms on Linear SIMD Arrays", Proc. Intl. Conf. Acoust., Speech, Signal Processing, Munich, Germany, pp. 4101-4105, April 1997.
  4. R. Meth and R. Chellappa, "Stability and Sensitivity of Topographic Features for SAR Target Characterization", Proc. Intl. Conf. Image Processing, Santa Barbara, CA Vol. 3 pp. 467-467, Oct 1997.
  5. S. Srinivasan and R. Chellappa, "Image Stabilization and Mosaicking Using the Overlapped Basis Optical Flow Field", Proc. Intl. Conf. on Image Processing, Santa Barbara, CA, Vol. 3, pp. 356-359, Oct. 1997.
  6. S. Mathieu-Marni, S. Kuttikad and R. Chellappa, "Centext-Aided False Alarm Reduction of SAR Automatic Target Recognition", Proc. Intl. Conf. Image Processing, Santa Barbara, CA, Vol. 1, pp. 885-888, Oct. 1997.
  7. C. Morimoto, P. Burlina and R. Chellappa, "Video Coding Using Hybrid Motion Compensation", Proc. Intl. Conf. on Image Processing, Santa Barbara, CA, Vol. 1, pp. 89- 92, Oct. 1997.
  8. C. Morinoto and R. Chellappa "Fast 3-D Stabilization and Mosaic Construction", IEEE Computer Society Conf. of Computer Vision and Pattern Recognition, Puerto Rico, pp. 660- 665, June 1997.
1996
  1. P. Burlina, C.L. Lin and R. Chellappa, "On a Spectral Attentional Mechanism", Proc. IEEE Conf. on Computer Vision and Patt. Recn., SanFrancisco, CA, June 1996.
  2. C. Morimoto, P. Burlina, R. Chellappa, and Y.S. Yao, "Performance Analysis of Model- based Video Coding", Proc. Intl. Conf. on Image Processing, Lausanne, Switzerland Vol. 3 pp. 279-282, Sept. 1996.
  3. S. Balakirsky and R. Chellappa, "Performance Characterization of Image Stabilization Algorithms", Proc. Intl. Conf. on Image Processing, Lausanne, Switzerland, Vol. 2, pp. 413- 416, Sept. 1996.
  4. F. Alajaji, P. Burlina and R. Chellappa, "Map Decoding at Gray-level Images Over Binary Channels wit memory", Proc. Intl. Conf. on Image Processing, Laussanne, Switzerland, Vol. 2, pp. 29-32, Sept. 1996.
  5. X. Zhang, P. Burlina, Q. Zheng and R. Chellappa, "Automatic Image to Site Model Registration", Proc. Intl. Conf. on Acoustics, Speech and Signal Processing, Atlanta, GA, pp. 2164-2167, May 1996.
  6. R. Meth and R. Chellappa, "Target Indexing in Synthetic Aperture Radar Imagery Using Topographic Features", Proc. Intl. Conf. on Acoustics, Speech and Signal Processing, Altanta, GA, pp. 2152-2155, May 1996.
  7. K. Etemad and R. Chellappa, "Face Recognition Using Discriminant Functions", Proc. Intl. Conf. on Acoustics, Speech and Signal Processing, Atlanta, GA, pp. 2148-2151, May 1996.
  8. H. Liu,T.H. Hong, M. Herman and R. Chellappa, "Accuracy Vs Efficiency Trade Offs in Optical Flow Algorithms", Proc. European Conference on Computer Vision, Vol. 2, pp. 174-183, April 1996.
1995
  1. S. Krishnamachari and R. Chellappa "GMRF Models and Wavelet Decomposition for Texture Segmentation", Proc. Second Intl. Conf. on Image Processing, pp. 568-571, Washington, D.C., Oct. 1995.
  2. H.C. Liu, T.H. Hong, M. Herman and R. Chellappa, "Spatio-temporal Filters for Transparent Motion Segmentation", Proc. Second Intl. Conf. on Image Processing, pp. 464- 468, Washington D.C., Oct. 1995.
  3. Y.S. Yao, P. Burlina and R. Chellappa, "Electronic Image Stabilization Using Multiple Visual Cues", Proc. Second Intl. Conf. on Image Processing, pp. 191-194, Washington D.C., Oct. 1995.
  4. O.J. Kwon, R. Chellappa and C. Morimoto, "Motion Compensated subband coding of video Acquired from a Moving Plat Form", Proc. Intl. Conf. Acoust., Speech, Signal Processing, pp. 2185-2188, Detroit MI, May 1995.
  5. K. Etemad and R. Chellappa, "Dimensionality Reduction of Multiscale Feature Spaces Using a Separability Criterion", Proc. Intl. Conf. Acoust., Speech,. Signal Processing, pp. 2547-2550, Detroit, MI, May 1995.
  6. S. Krishnamachari and R. Chellappa, "Multiresolution GMRF Models for Texture Segmentation", Proc. Intl. Conf. Acoust., Speech, Signal Processing, pp. 2407-2410, Detroit, MI May 1995.
1994
  1. K. Etemad, etal, "Page Segmentation Using Decision Integration and Wavelet Packet Basis", Intl. Conf. on Patt., Recn., Vol. B Jerusalem, Israel, pp. 345-349, Oct. 1994.
  2. H. Liu, etal, "A Generalized Motion Model for Estimating Optical Flow Using 3-D Hermite Polynomials", Intl. Conf. Patt. Recn., Vol. A, Jerusalem, Israel, pp. 361-366, Oct. 1994.
  3. Y. S. Yao and R. Chellappa, "Dynamic Feature Point Tracking in an Image Sequence", Intl. Conf. on Patt. Recn. Vol. A, Jerusalem, Israel, pp. 654-657, Oct. 1994.
  4. T.H. Wu and R. Chellappa, "Stereoscopic Recovery of Egomotion and Structure: Models, Uniqueness and Experimental Results", Intl. Conf. on Patt. Recn, Vol. A, Jerusalem, Israel, pp. 645-648, Oct. 1994.
  5. Y.S. Yao and R. Chellappa, "Estimation of Vehicle Dynamics form Monocular Noisy Images", Intl. Conf. on Patt. Rec., Vol. A, Jerusalem, Israel, pp. 641-644, Oct. 1994.
  6. R. Parulekar, etal, "High Performance Computing for Land Cover Dynamics", Intl. Conf. on Patt. Recn., Vol. D, Jerusalem, Israel, pp. 234-238, Oct. 1994.
  7. K. B. Eom and R. Chellappa "Speech Classification by Hierarchical Stochastic Modeling", Intl. Conf. on Patt. Recn., Vol. C, Jerusalem Israel, pp. 20-24, Oct. 1994.
  8. P. Burlina and R. Chellappa, "Spatiotemporal Moments and Generalized Spectral Analysis of Divergent Images for Motion Estimation", First Intl. Conf. on Image Processing, Austin, Texas, Nov. 1994.
  9. Q. Zheng and R. Chellappa, "Automatic Registration of Oblique Aerial Images", First Intl. Conf. on Image Processing Austin, Texas, Nov. 1994.
  10. K. Etemad and R. Chellappa, "Separability Based Tree Structured Local Basis Selection for Texture Classification", First Intl., Conf. on Image Processing, Austin, Texas, Nov. 1994.
  11. O.J. Kwon and R. Chellappa, "Region Based Subband Image Coding Scheme", First Intl. Conf. on Image Processing, Austin, Texas, Nov. 1994.
  12. S. Kuttikad and R. Chellappa "Non-Gaussian CFAR Techniques for Target Detection in High Resolution SAR Images", First Intl. Conf. on Image Processing, Austin, Texas, Nov. 1994.
  13. S. Der and R. Chellappa, "Probe Based Recognition of Targets in Infrared Images", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Settle, WA, pp. 870-875, June 1994.
  14. C.L. Lin, etal "Site-Model Based Monitoring of Aerial Images", Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Seattle, WA, pp. 694-699, June 1994.
  15. P. Burlina and R. Chellappa, "Time-to-X: Analysis of Motion Through Temporal Parameters", Proc. IEEE Computer Society Conf. on Computer Vision and Patt., Recn., Seattle, WA, pp. 461-468, June 1994.
  16. Y. Wang, R. Chellappa and Q. Zheng, "Detection of Point Targets in High Resolution SAR Images", Intl. Conf. on Acoust. Speech and Signal Processing, Adelaide, Australia, 1994.
  17. K.B. Eom and R. Chellappa, "Hierarchical Stochastic Modeling for Speech Compression", Intl. Conf. on Acoust. Speech and Signal Processing, Adelaide, Australia, 1994.
  18. S. Krishnamachari and R. Chellappa, "An Energy Minimization Approach for the Detection of Buildings in Aerial Images", Intl. Conf. on Acoust. Speech and Signal Processing, Adelaide, Australia, 1994.
1993
  1. M. Abdel-Motteleb, R. Chellappa and A. Rosenfeld, " Binocular Motion Stereo using MAP Estimation", Proc. IEEE Computer Society Conf. on Computer Vision and Patt. Recn., New York, NY June 1993.
  2. Q. Zheng and R. Chellappa, " Automatic feature point Extraction and Tracking in Image Sequences for Unknown Camera motion", Proc. Fourth Intl. Conf. on Computer Vision, Berlin, Germany, pp. 335-339, May 1993.
  3. Q. Zheng and R. Chellappa, "Motion Detection Using Image Sequences Acquired from a Moving Platform", Proc. Intl. Conf. on Acoust. Speech and Signal Processing, Minneapolis, MN, April 1993.
  4. Y.S. Yao and R. Chellappa," Feature Correspondence Using Probabilistic Data Association", Proc. Intl. Conf. on Acoustic. Speech and Signal Processing, Minneapolis, MN, April 1993.
  5. P. Burlina and R. Chellappa, " On time-to Contact Estimation for Arbitrary order looming motion", Proc. Conf. on information Sciences and Systems, The Johns Hopkins University, Baltimore, March 1993.
  6. T.H. Wu and R. Chellappa, " Experiments on Estimating Motion and Structure Parameters Using Long Monocular Image Sequences", Proc. Conf. on Information Sciences and Systems, The Johns Hopkins University, Baltimore, MD, March 1993.
  7. K. Etemad and R. Chellappa, "A Neural Network Based Edge Detector", Proc. Intl. Conf. on Neural Networks, San Francisco, CA, March 1993.
1992
  1. Q. Zheng and R. Chellappa, "A Computational Vision Approach to Image Registration," Proc. Eleventh Intl. Conf. on Pattern Recognition, Hague, The Netherlands, August 1992.
  2. B.S. Manjunath, R. Chellappa and C. Shekhar, " Robust Feature Extraction," Proc. Eleventh Intl. Conf. on Pattern Recognition, Hague, The Netherlands, August 1992.
  3. B.S. Manjunath and R. Chellappa, "A Feature Based Approach to Face Recognition," Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Urbana, IL, June 1992.
  4. O.J. Kwon and R. Chellappa, "Segmentation-Based Image Compression," Proc. 1992 Conf. on Information Sciences and Systems, Princeton, NJ, March 1992.
  5. E. Rignot and R. Chellappa, "A Bayes Classifier for Change Detection in SAR Imagery," Proc. Intl. Conf. on Acoust., Speech and Signal Proc., San Francisco, CA, March 1992.
1991
  1. S. Chandrashekhar, C. Von der Malsburg and R. Chellappa, "Recursive Tracking of Image Points Using Labelled Graph Matching," IEEE Intl. Conf. on Systems, Man and Cybernetics, Charlottesville, VA, pp. 231-236, Oct. 1991.
  2. V. Venkateswar and R. Chellappa, "Hierarchical Stereo Matching Using Feature Groupings," Intl. Conf. on Tools for AI, San Jose, CA, Nov. 1991.
  3. H. Greenspan, R. Goodman and R. Chellappa, "Texture Analysis via Unsupervised and Supervised Learning," Proc. 1991 Intl. Joint Conf. on Neural Networks, pp. 639-644, July 1991.
  4. 71. E. Rignot, R. Chellappa, P. Dubois, R. Kwok and J.V. Zyl, "Unsupervised Segmentation of Polarimetric SAR Data Using the Covariance Matrix," Intl. Geoscience and Remote Sensing Symposium, Espoo, Finland, June 1991.
  5. E. Rignot, R. Chellappa and R. Kwok, "Classification of Multifrequency Multilook Synthetic Aperture Data," Intl. Geoscience and Remote Sensing Symposium, Espoo, Finland, June 1991.
  6. Q. Zheng and R. Chellappa, "Estimation of Illuminant Direction, Albedo and shape from Shading," IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, Maui, June 1991, pp. 540-545.
  7. B.S. Manjunath and R. Chellappa, "A Unified Approach to Boundary Perceptions: Edges, Textures and Illusory Contours," IEEE Computer Society Conf. on Vision and Pattern Recognition, Maui, June 1991, pp. 358-363.
  8. A. Rangarajan and R. Chellappa, " Image Estimation and Segmentation Using a Continuation Method," Intl. Conf. on Acoust, Speech and Signal Processing, Toronto, Canada, May 1991.
  9. G.S. Young and R. Chellappa, "Monocular Motion Estimation Using a Long Sequence of Noisy Images," Intl. Conf. on Acoust., Speech and Signal Processing, Toronto, Canada, May 1991.
  10. E. Rignot and R. Chellappa, "Segmentation of Multi Frequency Synthetic Aperture Radar Complex Data", Intl. Conf. on Acoust., Speech and Signal Processing, Toronto, Canada, May 1991.
1990
  1. E. Rignot and R. Chellappa, "Segmentation of SAR Images: Statistical Models and Experimental Results," Asilomar Conference on Signals, Systems and Computers, Monterey, CA, Nov. 1990.
  2. Y.T. Zhou and R. Chellappa, "A Network for Motion Perception," Intl. Joint Conf. on Neural Networks, San Diego, June 1990.
  3. N. Hadadi, K. Hwang and R. Chellappa, "Viscom: An Orthogonal Multiprocessor for Early Vision and Neural Computing".10th International Conference on Pattern Recognition, Computer Architecture Track, Atlantic City, NJ, pp. 265-271, June 1990.
  4. V. Venkateswar and R. Chellappa, "Intelligent Interpretation of Aerial Images". 10th Intl. Conf. on Patt. Recog. Computer Vision Track, Atlantic City, NJ, pp. 204-206, June 1990.
  5. G.S. Young and R. Chellappa, "Statistical Analysis of Inherent Ambiguities in Motion Estimation From Noisy Flow Field: General Motion". 10th Intl. Conf. on Patt. Recog. Computer Vision Track, Atlantic City, NJ, pp. 371-377, June 1990.
  6. A. Rangarajan and R. Chellappa, "The Generalized Graduated Non-convexity Algorithm for Image Estimation". 10th Intl. Conf. on Patt. Recog., Image and Signal Processing Track, Atlantic City, NJ, pp. 127-133, June 1990.
  7. G.S. Young and R. Chellappa, "Statistical Analysis of Inherent Ambiguities in Recovering 3-D Motion from a Noisy Flow Field: Planar Case", Intl. Conf. on Acoust. Speech and Signal Proc., Albuquerque, New Mexico, May 1990.
  8. R.R. Hansen and R. Chellappa, "Empirical Robust Estimators for A Class of Noncausal Autoregressive Models", Intl. Conf. on Acoust. Speech and Signal Proc., Albuquerque, New Mexico, May 1990.
  9. J. Zerubia and R. Chellappa, "Mean Field Approximation Using Compound Gauss Markov Random Field for Edge Detection and Image Restoration", Intl. Conf. on Acoust., Speech and Signal Proc., Albuquerque, New Mexico, May 1990.
1989
  1. A. Rangarajan and R. Chellappa, "Parallel Deterministic Networks for Image Estimation Using a Penalty Function Approach", Intl. Joint Conf. on Neural Networks, Washington D.C., June 1989.
  2. Y.T. Zhou and R. Chellappa, "Neural Network Algorithms for Motion Stereo", Intl. Joint Conf. on Neural Networks, Washington D.C., June 1989.
  3. T. Simchony, R. Chellappa and Z. Lichtenstein, "Graduated Nonconvexity Algorithm for Image Estimation Using Compound Gauss Markov Random Field Models", Proc. International Conference on Acoust. Speech and Signal Processing, Glasgow, Scotland, May 1989.
  4. Q. Zheng and R. Chellappa, "Estimation of Surface Topography from Stereo SAR Images" Proc. International Conference on Acoustics, Speech and Signal Processing, Glasgow, Scotland, May 1989.
1988
  1. T. Simchony, R. Chellappa and Z. Lichtenstein, "Pyramid Implementation of Optimal Step Conjugate Gradient Algorithms for Some Computer Vision Problems", Second International Conference on Computer Vision, Tampa, FL, Dec. 1988.
  2. Z. Yitong and R. Chellappa, "Computation of Optical Flow Using a Neural Network", Proc. Intl. Conf. on Neural Networks, San Diego, CA, July 1988.
  3. G.S. Young and R. Chellappa, "Estimation of 3-D Motion Parameters from a Sequence of Noisy Stereo Images", Proc. IEEE Computer Society Conf. on Computer Vision and Patt. Recn., Ann Arbor, MI, June 1988.
  4. M. Shao, T. Simchony and R. Chellappa, "New Algorithms for Reconstruction of 3-D Depth Map from one or more Images", Proc. IEEE Computer Society Conf. on Computer Vision and Patt. Recn., Ann Arbor, MI, June 1988.
  5. R. Hansen, Jr. and R. Chellappa, "High Resolution Model Based 2-D Spectral Estimation" Proc. Intl. Conf. on Acoust., Speech and Signal Proc., New York, New York, April 1988.
  6. D. Kalivas, A.A. Sawchuk and R. Chellappa, "Segmentation and 2-D Motion Estimation of Noisy Image Sequences", Proc. Intl. Conf. on Acoust., Speech and Signal Proc., New York, New York, April 1988.
  7. Z. Yitong and R. Chellappa, "Stereo Matching Using Neural Network", Proc. Intl. Conf. on Acoust., Speech and Signal Proc., New York, New York, April 1988.
  8. T. Simchony and R. Chellappa, "Stochastic and Deterministic Algorithms for Texture Segmentation", Proc. Intl. Conf. on Acoust., Speech and Signal Proc., New York, New York, April 1988.
  9. G.S. Young and R. Chellappa, "3-D Motion Estimation from a Sequence of Noisy Stereo Images", Proc. Conf. on Information Sciences and Systems, Princeton University, Princeton, New Jersey, March 1988.
1987
  1. Y.T. Zhou and R. Chellappa, "A Novel Approach to Image Restoration Based on a Neural Network," First Annual Intl. Conf. on Neural Network, First Annual Intl. Conf. on Neural Network, San Diego, CA, June 1987.
  2. R.T. Frankot and R. Chellappa, "A Method for Enforcing Integrability in Shape from Shading Problems," First Intl. Conf. on Computer Vision, London, June 1987.
  3. Y.T. Zhou and R. Chellappa, "Linear Feature Extraction Based on an AR Model Edge Detector,"Intl. Conf. Acoust., Speech and Signal Proc., Dallas, Texas, April 1987.
  4. R. Hansen Jr. and R. Chellappa, "2-D Spectrum Estimation for Imperfectly Observed Lattice Data," Intl. Conf. Acoust., Speech and Signal Proc., Dallas, Texas, April 1987.
  5. H. Jinchi, T. Simchony and R. Chellappa, "Stochastic Relaxation for MAP Restoration of Gray Level Images with Multiplicative Noise," Intl. Conf. Acoust., Speech and Signal Proc., Dallas, Texas, April 1987.
  6. Y.T. Zhou, et al., "Estimation of Filtering Properties of Living Tissues for Inverse Filtering of Surface EMG Signals", Intl. Conf. Acoust., Speech and Signal Proc., Dallas, Texas, April 1987.
1986
  1. Y. Zhou, A Rangarajan, and R. Chellappa, "Edge Detection in Noisy Images Using Simultaneous Filtering and Detection," Proc International Symposium on Information, Theory, Ann Arbor, MI, pp. 56, Oct. 1986.
  2. Yitong Zhou, Rama Chellappa and V. Venkateswar, "Edge Detection Using the Directional derivatives of a Correlated Random Field Model" Proc. of the IEEE Conf. on Computer Vision and Patt. Recn, Miami Beach, Florida, pp. 115-121, June 1986.
  3. Ted Broida and Rama Chellappa, "Kinematics of a Rigid Rigid Object from a Sequence of Noisy Images: A Batch Approach", Proc. of the IEEE Conf. on Computer Vision and Patt. Recn., Miami Beach, Florida, pp. 176-182, June 1986.
  4. Chunchan Lin and Rama Chellappa, "Classification of 2-D Shapes with Missing Segments Using Fourier Descriptors", Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition, Miami Beach, Florida, pp. 344-350, June 1986.
  5. Yitong Zhou, Rama Chellappa, and George A. Bekey, "Estimation of IM EMG Signal from Surface EMG Signal Analysis", Proc. of the IEEE Intl. Conf. on Acoust., Speech, Signal Processing, Tokyo, April 1986.
  6. Yitong Zhou, Rama Chellappa, and V. Venkateswar, "Edge Detection Using Second Directional Derivatives of a Random Field Model", Proc. of the, IEEE Intl. Conf. on Acoust., Speech, Signal Processing, Tokyo, Japan, April 1986.
  7. Robert T. Frankot and Rama Chellappa, "Lognormal Random Field Models and Their Applications to Radar Image Synthesis", Proc. of the IEEE Intl. Conf. on Acoust., Speech, Signal Processing, Tokyo, Japan, April 1986.
  8. J. Hao and R. Chellappa, "Restoration of Blurred and Noisy Images Using Gauss Markov Random Field Models", Conf. on Information Sciences Systems, Princeton University, March 1986.
1985
  1. Robert T. Frankot and Rama Chellappa, "A Decision Rule for the Choice of Gaussian or Lognormal AR models for Images", Proc. of the Conf. on Computer Vision and Patt. Recog., San Francisco, pp. 209-211, June 1985.
  2. Shankar Chatterjee and Rama Chellappa, "Maximum Likelihood Segmentation of Texture Using Gauss Markov Random Fields", Proc. of the Conf. on Computer Vision and Patt. Recog., San Francisco, pp. 215-217, June 1985.
  3. Ted Broida and Rama Chellappa, "Estimation of Object Motion Parameters from a Sequence of Noisy Images", Proc. of the Conf. on Computer Vision and Patt. Recog., San Francisco, pp. 82-88, June 1985.
  4. Paul Singer and Rama Chellappa, "Machine Perception of Partially Obscured Planar Shapes",Proc. of the Conf. on Computer Vision and Patt. Recog., San Francisco, pp. 487-502 June 1985.
  5. R. Chellappa and J. Hao, "Estimation in Noisy Images Using Non-Causal Models", Proc. of the Intl. Conf. on Acoust., Speech and Signal Proc., Tampa, Florida, March 1985.
  6. G. Sharma and R. Chellappa, "Confidence Intervals for a class of 2-D Spectral Estimates", Proc. of the Intl. Conf. on Acoust., Speech and Signal Proc., Tampa, Florida, March 1985.
1984
  1. G.A. Bekey, R. Chellappa, and J.K. Cronley, "A Signal Processing Approach to Estimation of Intramuscular Potentials", Proc. of the Conf. on Mathematics and Computers in Biomedical Applications, Washington, D.C., pp. 373-380, Aug. 1984.
  2. R. Chellappa and G. Sharma, "Realizing Gaussian Markov Random Fields from Correlations", Conf. on Inform. Sciences and Systems, Princeton, March 1984.
  3. G. Sharma and R.Chellappa, "An Iterative Algorithm for 2-D Robust Spectral Estimation", Proc. of the Intl. Conf. on Acoust, Speech and Signal Proc., San Diego, March 1984.
  4. R. Chellappa and S.Chatterjee, "Classification of Textures Using Markov Random Field Models", Proc. of the Intl. Conf. on Acoust., Speech and Signal Proc., San Diego, March 1984.
  5. G. Sharma and R.Chellappa, "A Model Based Approach for 2-D Maximum Entropy Power Spectral Analysis", Proc. of the Intl. Conf. on Acoust., Speech and Signal Proc., San Diego, March 1984.
  6. R. Chellappa and G.Sharma, "Some Recent Results in Modern 2-D Spectral Estimation", Proc. of the IEEE Intl. Conf. on Syst., Man and Cybern., Bombay, India, Jan. 1984.
  7. R. Chellappa, "Recent Advances in 2-D Markov Random Field Models for Image Processing", Proc. of the IEEE Intl. Conf. on Syst., Man, and Cybern., Delhi, India, Jan. 1984.
1983
  1. R. Chellappa, "Time Series models for Multiresolution Image Processing", Proc. of IEEE Computer Society Conf. on Computer Vision and Patt. Recog., Washington, D.C., pp.427-431, June 1983.
  2. P.F. Singer and R.Chellappa, "Classification of Boundaries on the Plane Using Stochastic Models", Proc. of IEEE Computer Society Conf. on Computer Vision and Patt. Recognition, Washington D.C., pp.146-147, June 1983.
  3. G. Sharma and R.Chellappa, "Adaptive Notch Filtering for the Retrieval of Two-Dimensional Harmonics", Proc. of the Conf. on Information Sciences and Systems, Johns Hopkins University, March 1983.
  4. R. Chellappa and G. Sharma, "Two-Dimensional Spectral Estimation Using Spatial Autoregressive Models," Proc of Intl. Conf. on Acoust., Speech and Signal Proc. Boston, Massachusetts, pp. 855-858, April 1983.
1982
  1. R. Chellappa, Y.H.Hu, and S.Y.Kung , "On Two-Dimensional Maximum Entropy Spectral Estimation", Proc. of the IEEE Computer Society Conf. on Patt. Recog. and Image Proc., Las Vegas, pp. 72-76, June 1982.
  2. R. Chellappa and R.Bagdazian, "Optimal Fourier Coding of Image Boundaries", Proc. of the IEEE Computer Society Conf. on Patt. Recog. and Image Proc., Las Vegas, pp. 172-175, June 1982.
  3. R. Chellappa and R.L. Kashyap, "Texture Synthesis Using Spatial Autoregressive Models", Proc. of the IEEE Computer Society Conf. on Patt. Recog. and Image Proc., Las Vegas, pp. 226-230, June 1982.
  4. R. Chellappa and R.L. Kashyap, "Statistical Inference in Gaussian Markov Random Field Models", Proc. of the IEEE Computer Society Conf. on Patt. Recog. and Image Proc., Las Vegas, pp. 77-80, June 1982.
  5. R. Chellappa and S.Y. Kung, "On Two-Dimensional Markov Spectral Estimation", Proc. of the 1982 Conf. on Information Sciences and Systems, Princeton, March 1982.
  6. R.L. Kashyap and R.Chellappa, "Classification of Images Using Features Derived From Random Field Models", Proceedings of IFAC Symposium on Theory and Application of Digital Control, New Delhi, India, 1982.
1981
  1. R.L. Kashyap and R.Chellappa, "Filtering of Noisy Images Using Markov Random Field Models of Images," Proceedings of the Nineteenth Allerton Conf. on Commn. Control and Computing, Univ. of Illinois, Urbana, Oct. 1981.
  2. R. Chellappa and R.L.Kashyap, "Synthetic Generation and Estimation in Random Field models of Images", Proc. of IEEE Computer Society Conf. on Pattern Recognition and Image Processing, Dallas, pp.577-582, Texas, Aug. 1981.
  3. R. Chellappa and R.L.Kashyap, "On the Correlation Structure of Random Field Models of Images", Proc. of IEEE Computer Society Conference on Pattern Recognition and Image Processing, Dallas, Texas, pp. 574-576, Aug. 1981.
  4. R.L. Kashyap and R.Chellappa, "Stochastic Models for the Analysis of Closed Boundaries, Part 1: Representation and Reconstruction", Proc. of the Fifth Intl. Conf. on Pattern Recognition, Florida, Miami, pp.1354-1359, Dec. 1980.
  5. R.L. Kashyap and R. Chellappa "Image Restoration Using Random Field Models," Proc. of the Eighteenth Allerton Conf. on Commn., Control and Computing, University of Illinois, Urbana, pp. 956-965, Oct. 1980.

Posters

ECCV-Poster (Video Mensuration Using a Stationary Camera)

Multi-camera Tracking of Articulated Human Motion using Motion and Shape Cues

Acquistion of Articulated Human Body Models Using Multiple Cameras

Face Recognition in the Presence of Multiple Illumination Sources

Syntactic Approach for Anomaly Detection in Visual Surveillances

Self Evaluation for Video Tracking Systems

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