Digital Forensics Using Local Signal Statistics
X. Pan
Ph.D. thesis,
Computer Science Department, SUNY Albany
Albany, NY, 2012 [PDF]
Blind Local Noise Estimation for Medical Images Reconstructed from Rapid Acquisition
X. Pan, X. Zhang and S. Lyu
SPIE Medical Imaging
San Diego, CA, 2012 (to appear)
Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction
S. Lyu
Advances in Neural Information Processing Systems (NIPS)
Granada, Spain, 2011 [PDF]
Exposing Image Forgery with Blind Noise Estimation
X. Pan, X. Zhang and S. Lyu
The 13th ACM Workshop on Multimedia and Security (MM&Sec),
Buffalo, NY, 2011 [PDF]
Dependency Reduction with Divisive Normalization: Justification and Effectiveness
S. Lyu
Neural Computation
23(11):1-32, 2011 [PDF]
Divisive Normalization: Justification and Effectiveness as Efficient Coding Transform
S. Lyu
Advances in Neural Information Processing Systems (NIPS)
Vancouver, Canada, 2010 [PDF] [supplemental materials]
Region Duplication Detection Using Image Feature Matching
X. Pan and S. Lyu
IEEE Transactions on Information Forensics and Security
5(4):857-867, 2010 [PDF] [project webpage]
Estimating Vignetting Function from a Single Image for Image Authentication
S. Lyu
ACM Workshop on Multimedia and Security (MM & Sec)
Rome, Italy, 2010 [PDF]
Single Image Vignetting Correction With Natural Image Statistics In Derivative Domains
S. Lyu
IEEE International Conference on Image Processing (ICIP)
Hong Kong, 2010 [PDF]
Detecting Image Region Duplication using SIFT Features
X. Pan and S. Lyu
IEEE International Conference on Acoustics, Speech and Signal
Processing (ICASSP)
Dallas, TX, 2010 [PDF]
Nonnegative Matrix Factorization with Matrix Exponentiation
S. Lyu
IEEE International Conference on Acoustics, Speech and Signal
Processing (ICASSP)
Dallas, TX, 2010 [PDF]
Interpretation and Generalization of Score Matching
S. Lyu
International Conference on Uncertainty in Artificial Intelligence (UAI)
Montreal, Canada, 2009 (oral presentation) [PDF]
An Implicit Markov Random Field Model for the Multiscale and Oriented Representations of Natural Images
S. Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Miami Beach, FL, 2009 [PDF]
Nonlinear extraction of 'Independent Components' of natural images using radial Gaussianization
S. Lyu and E. P. Simoncelli
Neural Computation
21(6):1-35, 2009 [PDF]
Modeling Multiscale Subbands of Photographic Images with Fields of Gaussian Scale Mixtures
S. Lyu and E. P. Simoncelli
IEEE Transactions on Pattern Analysis and Machine Intelligence
31(4):693-706, 2009 [PDF]
Reducing statistical dependencies in natural signals using radial Gaussianization
S. Lyu and E. P. Simoncelli
Advances in Neural Information Processing Systems (NIPS)
Vancouver, Canada, 2008 (oral presentation) [PDF]
Nonlinear Image Representation using Divisive Normalization
S. Lyu and E. P. Simoncelli
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Anchorage, AK, 2008 [PDF]
Statistically and Perceptually Motivated Nonlinear Image Representation
S. Lyu and E. P. Simoncelli
Proceedings of SPIE, Conference on Human Vision and Electronic
Imaging XII, vol. 6492, San Jose, CA, 2007 [PDF]
Statistical Modeling of Images with Fields of Gaussian Scale Mixtures
S. Lyu and E. P. Simoncelli
Advances in Neural Information Processing Systems (NIPS)
Vancouver, Canada, 2006 [PDF]
Steganalysis Using Higher-Order Image Statistics
S. Lyu and H. Farid
IEEE Transactions on Information Forensics and Security
1(1):111-119, 2006 [PDF]
2010 IEEE Signal Processing Society Best Paper Award
A Digital Technique for Authentication in the Arts
D. Rockmore, S. Lyu and H. Farid
International Foundation for Art Research (IFAR) Journal
8(2):21-29, 2006
Natural Image Statistics for Digital Image Forensics
S. Lyu
Ph.D. thesis,
Department of Computer Science, Dartmouth College
Hanover, NH, 2005 [PDF]
Automatic Image Orientation Determination with Natural Image Statistics
S. Lyu
ACM Multimedia
Singapore, 2005 [PDF]
Kernels for Unordered Sets: the Gaussian Mixture Approach
S. Lyu
European Conference on Machine Learning (ECML)
Porto, Portugal, 2005 [PDF]
Infomax Boosting
S. Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
San Diego, CA, 2005 [PDF]
Wavelet Analysis for Authentication
S. Lyu, D. Rockmore and H. Farid
First “Art+Math=X” Conference
Boulder, CO, 2005 [PDF]
Mercer Kernels for Object Recognition with Local Features
S. Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
San Diego, CA, 2005 [PDF]
How Realistic is Photorealistic?
S. Lyu and H. Farid
IEEE Transactions on Signal Processing
53(2):845-850, 2005 [PDF]
Steganalysis of Recorded Speech
M.K. Johnson, S. Lyu and H. Farid
SPIE Symposium on Electronic Imaging
San Jose, CA, 2005 [PDF]
A Digital Technique for Art Authentication
S. Lyu, D. Rockmore and H. Farid
Proceedings of the National Academy of Sciences
101(49):17006-17010, 2004 [PDF]
Steganalysis Using Color Wavelet Statistics and One-Class Support Vector Machines
S. Lyu and H. Farid
SPIE Symposium on Electronic Imaging
San Jose, CA, 2004 [PDF]
Higher-Order Wavelet Statistics and their Application to Digital Forensics
H. Farid and S. Lyu
IEEE Workshop on Statistical Analysis in Computer Vision
(in conjunction with CVPR), Madison, WI, 2003 [PDF]
Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines
S. Lyu and H. Farid
5th International Workshop on Information Hiding
Noordwijkerhout, The Netherlands, 2002 [PDF]
