Robust estimation of three-dimensional motion parameters from a sequence of imag
IEEE Transactions on Pattern Analysis and Machine Intelligence
Optimal Estimation of Contour Properties by Cross-Validated Regularization
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Technique for the Numerical Solution of Certain Integral Equations of the First Kind
Journal of the ACM (JACM)
On the Choice of Regularisation Parameter in Image Restoration
Proceedings of the 4th International Conference on Pattern Recognition
Constrained Restoration and the Recovery of Discontinuities
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Parameter Estimation for Optimal Object Recognition: Theory andApplication
International Journal of Computer Vision
A Markov Pixon Information Approach for Low-Level Image Description
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Full Bayesian Approach to Curve and Surface Reconstruction
Journal of Mathematical Imaging and Vision
Advanced algorithmic approaches to medical image segmentation
Variational Optic Flow Computation with a Spatio-Temporal Smoothness Constraint
Journal of Mathematical Imaging and Vision
Global optimization of the generalized cross-validation criterion
Statistics and Computing
A unified method for optimizing linear image restoration filters
Signal Processing - Image and Video Coding beyond Standards
Automated Smoothing of Image and Other Regularly Spaced Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the Hierarchical Bayesian Approach to Image Restoration: Applications to Astronomical Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
An adaptive algorithm for image restoration using combined penalty functions
Pattern Recognition Letters
A statistical study of a regularized method for long auto-regressive spectral estimation
ICASSP '93 Proceedings of the Acoustics, Speech, and Signal Processing, 1993. ICASSP-93 Vol 4., 1993 IEEE International Conference on - Volume 04
Restoration of astrophysical images: the case of poisson data with additive Gaussian noise
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Advances in Signal Processing
A non-local regularization strategy for image deconvolution
Pattern Recognition Letters
A new method for parameter estimation of edge-preserving regularization in image restoration
Journal of Computational and Applied Mathematics
Fast Parameter Selection Algorithm for Linear Parametric Filters
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
On the Rate of Structural Change in Scale Spaces
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Model selection criteria for image restoration
IEEE Transactions on Neural Networks
Sparse image reconstruction for molecular imaging
IEEE Transactions on Image Processing
Computers & Mathematics with Applications
A cross-validation framework for solving image restoration problems
Journal of Visual Communication and Image Representation
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Broadband source localization by regularization techniques
ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: plenary, special, audio, underwater acoustics, VLSI, neural networks - Volume I
Original Article: Comparingparameter choice methods for regularization of ill-posed problems
Mathematics and Computers in Simulation
Adaptive regularization parameter for graph cut segmentation
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Stopping rules for iterative methods in nonnegatively constrained deconvolution
Applied Numerical Mathematics
Hi-index | 0.15 |
The method of regularization is portrayed as providing a compromise between fidelity to the data and smoothness, with the tradeoff being determined by a scalar smoothing parameter. Various ways of choosing this parameter are discussed in the case of quadratic regularization criteria. They are compared algebraically, and their statistical properties are comparatively assessed from the results of all extensive simulation study based on simple images.