Unsupervised, Information-Theoretic, Adaptive Image Filtering for Image Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence
Topographic Product Models Applied to Natural Scene Statistics
Neural Computation
Edge-Preserving Image Denoising and Estimation of Discontinuous Surfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Wavelet-based signal de-noising via simple singularities approximation
Signal Processing
Combined image compression and denoising using wavelets
Image Communication
Image deblurring with blurred/noisy image pairs
ACM SIGGRAPH 2007 papers
Multivariate Statistical Models for Image Denoising in the Wavelet Domain
International Journal of Computer Vision
Self-Invertible 2D Log-Gabor Wavelets
International Journal of Computer Vision
Wavelet video denoising with regularized multiresolution motion estimation
EURASIP Journal on Applied Signal Processing
A biologically motivated multiresolution approach to contour detection
EURASIP Journal on Applied Signal Processing
Sparse approximation of images inspired from the functional architecture of the primary visual areas
EURASIP Journal on Applied Signal Processing
A survey of architecture and function of the primary visual cortex (V1)
EURASIP Journal on Applied Signal Processing
Center-of-mass variation under projective transformation
Pattern Recognition Letters
Local orientation estimation by tomographic Hermite slices
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Local Adaptivity to Variable Smoothness for Exemplar-Based Image Regularization and Representation
International Journal of Computer Vision
Denoising of multicomponent images using wavelet least-squares estimators
Image and Vision Computing
Overcomplete topographic independent component analysis
Neurocomputing
An adaptive window mechanism for image smoothing
Computer Vision and Image Understanding
Graph spectral image smoothing using the heat kernel
Pattern Recognition
ACM SIGGRAPH Asia 2008 papers
Efficient belief propagation for higher-order cliques using linear constraint nodes
Computer Vision and Image Understanding
On the Relation between Anisotropic Diffusion and Iterated Adaptive Filtering
Proceedings of the 30th DAGM symposium on Pattern Recognition
A Fast Scheme for Multiscale Signal Denoising
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Color Photo Denoising Via Hue, Saturation and Intensity Diffusion
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Foundations and Trends in Signal Processing
A Robust Method for Edge-Preserving Image Smoothing
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Security Analysis for Spread-Spectrum Watermarking Incorporating Statistics of Natural Images
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Robust Estimation Approach for NL-Means Filter
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Sparse Multiscale Patches (SMP) for Image Categorization
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
International Journal of Computer Vision
Support vector regression based image denoising
Image and Vision Computing
Continuous dimensionality characterization of image structures
Image and Vision Computing
ACM SIGGRAPH 2009 papers
Sparse Multiscale Patches for Image Processing
Emerging Trends in Visual Computing
Image denoising in steerable pyramid domain based on a local Laplace prior
Pattern Recognition
Integrated Noise Modeling for Image Sensor Using Bayer Domain Images
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Denoising of Radiotherapy Portal Images Using Wavelets
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
The Use of Residuals in Image Denoising
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Nonlocal Similarity Image Filtering
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Noise brush: interactive high quality image-noise separation
ACM SIGGRAPH Asia 2009 papers
Clipped noisy images: Heteroskedastic modeling and practical denoising
Signal Processing
Patch-based video processing: a variational Bayesian approach
IEEE Transactions on Circuits and Systems for Video Technology
Image and video denoising using adaptive dual-tree discrete wavelet packets
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Signal Processing
Exploiting structure in wavelet-based Bayesian compressive sensing
IEEE Transactions on Signal Processing
A context quantization approach to universal denoising
IEEE Transactions on Signal Processing
Image sequence denoising via sparse and redundant representations
IEEE Transactions on Image Processing
Speckle suppression in SAR images using the 2-D GARCH model
IEEE Transactions on Image Processing
PCA-based spatially adaptive denoising of CFA images for single-sensor digital cameras
IEEE Transactions on Image Processing
Clustering-based denoising with locally learned dictionaries
IEEE Transactions on Image Processing
Image denoising using mixtures of projected Gaussian scale mixtures
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
Removal of correlated noise by modeling the signal of interest in the wavelet domain
IEEE Transactions on Image Processing
From Local Kernel to Nonlocal Multiple-Model Image Denoising
International Journal of Computer Vision
Noise reduction for enhanced component identification in multi-dimensional biomolecular NMR studies
Computational Statistics & Data Analysis
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Class specific redundancies in natural images: a theory of extrastriate visual processing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Local orientation estimation by Tomographic Hermite slices
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
Improved adaptive wavelet threshold for image denoising
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Training an active random field for real-time image denoising
IEEE Transactions on Image Processing
Principal neighborhood dictionaries for nonlocal means image denoising
IEEE Transactions on Image Processing
Iterative weighted maximum likelihood denoising with probabilistic patch-based weights
IEEE Transactions on Image Processing
A new denoising system for SONAR images
Journal on Image and Video Processing
Smooth adaptation by sigmoid shrinkage
Journal on Image and Video Processing
Ramp preserving Perona-Malik model
Signal Processing
Data-driven neighborhood selection of a Gaussian field
Computational Statistics & Data Analysis
Image Denoising with Kernels Based on Natural Image Relations
The Journal of Machine Learning Research
Bayesian non-local means filter, image redundancy and adaptive dictionaries for noise removal
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
The statistical properties of local log-contrast in natural images
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Double adaptive filtering of Gaussian noise degraded images
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Graph spectral image smoothing
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Wavelet steerability and the higher-order Riesz transform
IEEE Transactions on Image Processing
Optimal learning high-order Markov random fields priors of colour image
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Noise removal from images by projecting onto bases of principal components
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Scale selection for anisotropic diffusion filter by Markov random field model
Pattern Recognition
Edge structure preserving image denoising
Signal Processing
Expert Systems with Applications: An International Journal
Joint demosaicking and denoising with space-varying filters
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Context-based bias removal of statistical models of wavelet coefficients for image denoising
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Weighted average denoising with sparse orthonormal transforms
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Novel face recognition approach based on steerable pyramid feature extraction
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Some results on the denoising problem in the elliptically distributed context
IEEE Transactions on Signal Processing
Model-based compressive sensing
IEEE Transactions on Information Theory
Adaptive kernel-based image denoising employing semi-parametric regularization
IEEE Transactions on Image Processing
Sparse Bayesian learning of filters for efficient image expansion
IEEE Transactions on Image Processing
Generalised Nonlocal Image Smoothing
International Journal of Computer Vision
A wavelet-based image denoising using least squares support vector machine
Engineering Applications of Artificial Intelligence
Statistical modeling of multi-camera images
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Low-light imaging solutions for mobile devices
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A case for denoising before demosaicking color filter array data
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Denoising of medical imagery using a third-order statistical approach
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
AntShrink: Ant colony optimization for image shrinkage
Pattern Recognition Letters
Noise reduction of cDNA microarray images using complex wavelets
IEEE Transactions on Image Processing
Adaptive 2-D wavelet transform based on the lifting scheme with preserved vanishing moments
IEEE Transactions on Image Processing
Homogeneity similarity based image denoising
Pattern Recognition
A new wavelet-based fuzzy single and multi-channel image denoising
Image and Vision Computing
Complex Gaussian scale mixtures of complex wavelet coefficients
IEEE Transactions on Signal Processing
Uniform discrete curvelet transform
IEEE Transactions on Signal Processing
A recursive scheme for computing autocorrelation functions of decimated complex wavelet subbands
IEEE Transactions on Signal Processing
A Bayesian framework for image segmentation with spatially varying mixtures
IEEE Transactions on Image Processing
Fusion of range and color images for denoising and resolution enhancement with a non-local filter
Computer Vision and Image Understanding
Wavelet-based multi-channel image denoising using fuzzy logic
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
Possibilistic signal processing: How to handle noise?
International Journal of Approximate Reasoning
Bayesian blind deconvolution from differently exposed image pairs
IEEE Transactions on Image Processing
Journal of Mathematical Imaging and Vision
A high-quality video denoising algorithm based on reliable motion estimation
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Security analysis of ISS watermarking using natural scene statistics
IH'10 Proceedings of the 12th international conference on Information hiding
Journal of Mathematical Imaging and Vision
Stochastic image denoising based on Markov-chain Monte Carlo sampling
Signal Processing
Image denoising with anisotropic bivariate shrinkage
Signal Processing
Enhancing underexposed images preserving the original mood
CCIW'11 Proceedings of the Third international conference on Computational color imaging
A robust and fast non-local means algorithm for image denoising
Journal of Computer Science and Technology
Adaptive sampling and reconstruction using greedy error minimization
Proceedings of the 2011 SIGGRAPH Asia Conference
Enhancing video denoising algorithms by fusion from multiple views
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Complex-valued independent component analysis of natural images
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Color image demosaicking: An overview
Image Communication
Improving denoising algorithms via a multi-scale meta-procedure
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Image de-noising by Bayesian regression
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Patch reprojections for Non-Local methods
Signal Processing
Computers and Electrical Engineering
Expert Systems with Applications: An International Journal
Locally Parallel Texture Modeling
SIAM Journal on Imaging Sciences
Diffusion-Like reconstruction schemes from linear data models
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
The edge preserving wiener filter for scalar and tensor valued images
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Introducing dynamic prior knowledge to partially-blurred image restoration
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
A new fuzzy-based wavelet shrinkage image denoising technique
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Perceived image quality measurement of state-of-the-art noise reduction schemes
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Unsupervised patch-based image regularization and representation
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Approximate methods for constrained total variation minimization
CSR'06 Proceedings of the First international computer science conference on Theory and Applications
Image de-quantizing via enforcing sparseness in overcomplete representations
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
Nonparametric neighborhood statistics for MRI denoising
IPMI'05 Proceedings of the 19th international conference on Information Processing in Medical Imaging
Multivariate scale mixture of gaussians modeling
ICA'06 Proceedings of the 6th international conference on Independent Component Analysis and Blind Signal Separation
A SAR image despeckling method based on dual tree complex wavelet transform
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Image denoising using neighbor and level dependency
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Efficient belief propagation with learned higher-order markov random fields
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
An MMSE approach to nonlocal image denoising: Theory and practical implementation
Journal of Visual Communication and Image Representation
Block-Based Compressed Sensing of Images and Video
Foundations and Trends in Signal Processing
Journal of Mathematical Imaging and Vision
Non-local Methods with Shape-Adaptive Patches (NLM-SAP)
Journal of Mathematical Imaging and Vision
Edge-preserving color image denoising through tensor voting
Computer Vision and Image Understanding
Multi-scale stochastic simulation with a wavelet-based approach
Computers & Geosciences
Time-Scale Similarities for Robust Image De-noising
Journal of Mathematical Imaging and Vision
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Using anisotropic bivariate threshold function for image denoising in NSCT domain
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Adaptive rendering with non-local means filtering
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Monte Carlo cluster refinement for noise robust image segmentation
Journal of Visual Communication and Image Representation
Gabor feature based nonlocal means filter for textured image denoising
Journal of Visual Communication and Image Representation
A Robust Method for Ventriculomegaly Detection from Neonatal Brain Ultrasound Images
Journal of Medical Systems
Binarization in Magnetic Resonance Images (MRI) of human head scans with intensity inhomogeneity
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
A new fuzzy additive noise reduction method
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Image denoising based on the ridgelet frame using the generalized cross validation technique
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Multicomponent image restoration, an experimental study
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Edge structure preserving image denoising using OAGSM/NC statistical model
Digital Signal Processing
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Efficient nonlocal regularization for optical flow
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Patch complexity, finite pixel correlations and optimal denoising
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Neuro fuzzy and punctual kriging based filter for image restoration
Applied Soft Computing
Directionlet-based denoising of SAR images using a Cauchy model
Signal Processing
Sparse coding for image denoising using spike and slab prior
Neurocomputing
Gradient-based Wiener filter for image denoising
Computers and Electrical Engineering
Image denoising using SVM classification in nonsubsampled contourlet transform domain
Information Sciences: an International Journal
Parallel adaptive sampling and reconstruction using multi-scale and directional analysis
The Visual Computer: International Journal of Computer Graphics
Perceptually optimized blind repair of natural images
Image Communication
Statistical texture retrieval in noise using complex wavelets
Image Communication
Use of wavelet for image processing in smart cameras with low hardware resources
Journal of Systems Architecture: the EUROMICRO Journal
Simplified noise model parameter estimation for signal-dependent noise
Signal Processing
Joint image denoising using adaptive principal component analysis and self-similarity
Information Sciences: an International Journal
Supervised feature selection in graphs with path coding penalties and network flows
The Journal of Machine Learning Research
A New Poisson Noise Filter Based on Weights Optimization
Journal of Scientific Computing
Lapped transform-based image denoising with the generalised Gaussian prior
International Journal of Computational Vision and Robotics
A frame based shrinkage procedure for fast oscillating functions
Computational Statistics & Data Analysis
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We describe a method for removing noise from digital images, based on a statistical model of the coefficients of an overcomplete multiscale oriented basis. Neighborhoods of coefficients at adjacent positions and scales are modeled as the product of two independent random variables: a Gaussian vector and a hidden positive scalar multiplier. The latter modulates the local variance of the coefficients in the neighborhood, and is thus able to account for the empirically observed correlation between the coefficient amplitudes. Under this model, the Bayesian least squares estimate of each coefficient reduces to a weighted average of the local linear estimates over all possible values of the hidden multiplier variable. We demonstrate through simulations with images contaminated by additive white Gaussian noise that the performance of this method substantially surpasses that of previously published methods, both visually and in terms of mean squared error.