Regularization of inverse visual problems involving discontinuities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling and Segmentation of Noisy and Textured Images Using Gibbs Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Visual reconstruction
A Renormalization Group Approach to Image Processing Problems
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Study of Methods of Choosing the Smoothing Parameter in Image Restoration by Regularization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Digital Image Restoration
Surface Reconstruction Preserving Discontinuities
Surface Reconstruction Preserving Discontinuities
Parallel and Deterministic Algorithms for MRFs: Surface Reconstruction and Integration
Parallel and Deterministic Algorithms for MRFs: Surface Reconstruction and Integration
IEEE Transactions on Pattern Analysis and Machine Intelligence
Prior Learning and Gibbs Reaction-Diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian Estimation for Homogeneous and Inhomogeneous Gaussian Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Morphologically Constrained GRFs: Applications to Texture Synthesis and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Markov Pixon Information Approach for Low-Level Image Description
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Sequence Analysis via Partial Differential Equations
Journal of Mathematical Imaging and Vision
A Variational Model for Image Classification and Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
Dense Estimation of Fluid Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence
Diffusions and Confusions in Signal and Image Processing
Journal of Mathematical Imaging and Vision
Variational Optic Flow Computation with a Spatio-Temporal Smoothness Constraint
Journal of Mathematical Imaging and Vision
Hierarchical Estimation and Segmentation of Dense Motion Fields
International Journal of Computer Vision
Generation of Temporally Consistent Multiple Virtual Camera Views from Stereoscopic Image Sequences
International Journal of Computer Vision
A half-quadratic block-coordinate descent method for spectral estimation
Signal Processing
Bayesian Image Restoration: An Application to Edge-Preserving Surface Recovery
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive rest condition potentials: first and second order edge-preserving regularization
Computer Vision and Image Understanding
Using Robust Estimation Algorithms for Tracking Explicit Curves
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Image Segmentation by Flexible Models Based on Robust Regularized Networks
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Adaptive Rest Condition Potentials: Second Order Edge-Preserving Regularization
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Introducing Spectral Estimation for Boundary Detection in Echographic Radiofrequency Images
Proceedings of the First International Workshop on Functional Imaging and Modeling of the Heart
Hyperparameter Estimation for Satellite Image Restoration by a MCMCML Method
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Two Variational Models for Multispectral Image Classification
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
A New Time Dependent Model Based on Level Set Motion for Nonlinear Deblurring and Noise Removal
SCALE-SPACE '99 Proceedings of the Second International Conference on Scale-Space Theories in Computer Vision
Use of PVM for MAP Image Restoration: A Parallel Implementation of the ARTUR Algorithm
Proceedings of the 7th European PVM/MPI Users' Group Meeting on Recent Advances in Parallel Virtual Machine and Message Passing Interface
Region removal and restoration using a genetic algorithm with isophote constraint
Pattern Recognition Letters
A Probabilistic Image Model for Smoothing and Compression
ITCC '00 Proceedings of the The International Conference on Information Technology: Coding and Computing (ITCC'00)
Hierarchical Bayesian Classification of Multimodal Medical Images
MMBIA '96 Proceedings of the 1996 Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA '96)
TV Based Image Restoration with Local Constraints
Journal of Scientific Computing
Smart Nonlinear Diffusion: A Probabilistic Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Journal of Mathematical Imaging and Vision
Gibbs Field Approaches in Image Processing Problems
Problems of Information Transmission
Variational Image Binarization and its Multi-Scale Realizations
Journal of Mathematical Imaging and Vision
Removing camera shake from a single photograph
ACM SIGGRAPH 2006 Papers
Visual reconstruction of ground plane obstacles in a sparse view robot environment
Graphical Models - Special issue on SPM 05
Image Deblurring in the Presence of Impulsive Noise
International Journal of Computer Vision
Journal of Computational and Applied Mathematics - Special issue: Applied computational inverse problems
A Finite Markov Random Field approach to fast edge-preserving image recovery
Image and Vision Computing
A variational method for the recovery of dense 3D structure from motion
Robotics and Autonomous Systems
Robust Pose Estimation and Recognition Using Non-Gaussian Modeling of Appearance Subspaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image deblurring with blurred/noisy image pairs
ACM SIGGRAPH 2007 papers
A parametric gradient descent MRI intensity inhomogeneity correction algorithm
Pattern Recognition Letters
A 3-step algorithm using region-based active contours for video objects detection
EURASIP Journal on Applied Signal Processing
GA-based image restoration by isophote constraint optimization
EURASIP Journal on Applied Signal Processing
Robust estimation and wavelet thresholding in partially linear models
Statistics and Computing
The Perona---Malik Method as an Edge Pruning Algorithm
Journal of Mathematical Imaging and Vision
Progressive inter-scale and intra-scale non-blind image deconvolution
ACM SIGGRAPH 2008 papers
Acceleration methods for image restoration problem with different boundary conditions
Applied Numerical Mathematics
PICASSO 2: a system for performance evaluation of image processing methods
ISCGAV'05 Proceedings of the 5th WSEAS International Conference on Signal Processing, Computational Geometry & Artificial Vision
On image reconstruction algorithms for binary electromagnetic geotomography
Theoretical Computer Science
Blind Image Separation Using Nonnegative Matrix Factorization with Gibbs Smoothing
Neural Information Processing
On Regularization Parameters Estimation in Edge---Preserving Image Reconstruction
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Nonnegative Tensor Factorization with Smoothness Constraints
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Robust Estimation Approach for NL-Means Filter
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
(Φ,Φ*) Image Decomposition Models and Minimization Algorithms
Journal of Mathematical Imaging and Vision
International Journal of Computer Vision
Scale Selection for Compact Scale-Space Representation of Vector-Valued Images
International Journal of Computer Vision
Optical-flow estimation of dense motion field using robust techniques
ECC'08 Proceedings of the 2nd conference on European computing conference
Nonlocal Variational Image Deblurring Models in the Presence of Gaussian or Impulse Noise
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Edge-Preserving Image Reconstruction with Wavelet-Domain Edge Continuation
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Color Image Restoration Using Nonlocal Mumford-Shah Regularizers
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Selective diffusion for oriented pattern extraction: Application to tagged cardiac MRI enhancement
Pattern Recognition Letters
A fast optimization transfer algorithm for image inpainting in wavelet domains
IEEE Transactions on Image Processing
SAR image regularization with fast approximate discrete minimization
IEEE Transactions on Image Processing
Robust motion estimation under varying illumination
Image and Vision Computing
Noisy image restoration using multiresolution markov random fields
Journal of Visual Communication and Image Representation
Scale selection for compact scale-space representation of vector-valued images
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Counter-examples for Bayesian MAP restoration
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Bounds on the minimizers of (nonconvex) regularized least-squares
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Robust kernel methods for sparse MR image reconstruction
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
An evolutionary approach to inverse gray level quantization
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
A note on the bregmanized total variation and dual forms
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Pattern Recognition Letters
Learning to segment images using region-based perceptual features
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Review article: Edge and line oriented contour detection: State of the art
Image and Vision Computing
Fast nonconvex nonsmooth minimization methods for image restoration and reconstruction
IEEE Transactions on Image Processing
Global optimization by adapted diffusion
IEEE Transactions on Signal Processing
Beta-measure for probabilistic segmentation
MICAI'10 Proceedings of the 9th Mexican international conference on Advances in artificial intelligence: Part I
Nonlocal-means image denoising technique using robust M-estimator
Journal of Computer Science and Technology
An adaptive reconstruction method involving discontinuities
ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V
Improved Total Variation-Type Regularization Using Higher Order Edge Detectors
SIAM Journal on Imaging Sciences
Image denoising with a constrained discrete total variation scale space
DGCI'11 Proceedings of the 16th IAPR international conference on Discrete geometry for computer imagery
A comparative study of image processing algorithms
Pattern Recognition and Image Analysis
High-quality non-blind image deconvolution with adaptive regularization
Journal of Visual Communication and Image Representation
"Influence areas" as a tool for testing of image restoration methods
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Optimization by Stochastic Continuation
SIAM Journal on Imaging Sciences
Discontinuity-preserving moving least squares method
CIS'04 Proceedings of the First international conference on Computational and Information Science
Introducing dynamic prior knowledge to partially-blurred image restoration
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
From spatial regularization to anatomical priors in fMRI analysis
IPMI'05 Proceedings of the 19th international conference on Information Processing in Medical Imaging
Fast edge preserving picture recovery by finite markov random fields
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Caption detection and removal in a TV scene
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
A gradient descent MRI illumination correction algorithm
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Discontinuity preserving phase unwrapping using graph cuts
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
A variational approach for exact histogram specification
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Robust optic-flow estimation with bayesian inference of model and hyper-parameters
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Comparative analysis of image processing algorithms
Pattern Recognition and Image Analysis
Computational Statistics & Data Analysis
Convex Approximation Technique for Interacting Line Elements Deblurring: a New Approach
Journal of Mathematical Imaging and Vision
On decomposition-based block preconditioned iterative methods for half-quadratic image restoration
Journal of Computational and Applied Mathematics
Variational multiframe restoration of images degraded by noisy (stochastic) blur kernels
Journal of Computational and Applied Mathematics
Computational Optimization and Applications
Fully Smoothed ℓ1-TV Models: Bounds for the Minimizers and Parameter Choice
Journal of Mathematical Imaging and Vision
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The linear image restoration problem is to recover an original brightness distribution X/sup 0/ given the blurred and noisy observations Y=KX/sup 0/+B, where K and B represent the point spread function and measurement error, respectively. This problem is typical of ill-conditioned inverse problems that frequently arise in low-level computer vision. A conventional method to stabilize the problem is to introduce a priori constraints on X/sup 0/ and design a cost functional H(X) over images X, which is a weighted average of the prior constraints (regularization term) and posterior constraints (data term); the reconstruction is then the image X, which minimizes H. A prominent weakness in this approach, especially with quadratic-type stabilizers, is the difficulty in recovering discontinuities. The authors therefore examine prior smoothness constraints of a different form, which permit the recovery of discontinuities without introducing auxiliary variables for marking the location of jumps and suspending the constraints in their vicinity. In this sense, discontinuities are addressed implicitly rather than explicitly.