Multimedia Tools and Applications
Clustering Via Local Regression
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Robust Estimation Approach for NL-Means Filter
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Speckle reduction by adaptive window anisotropic diffusion
Signal Processing
Robust NL-means filter with optimal pixel-wise smoothing parameter for statistical image denoising
IEEE Transactions on Signal Processing
A context quantization approach to universal denoising
IEEE Transactions on Signal Processing
Generalizing the Nonlocal-means to super-resolution reconstruction
IEEE Transactions on Image Processing
Clustering-based denoising with locally learned dictionaries
IEEE Transactions on Image Processing
Super-resolution without explicit subpixel motion estimation
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
From Local Kernel to Nonlocal Multiple-Model Image Denoising
International Journal of Computer Vision
Video Super-Resolution by Adaptive Kernel Regression
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
A non-parametric approach to automatic change detection in MRI images of the brain
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
An adaptive nonparametric approach to restoration and interpolation for medical imaging
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
3D shape recovery from image focus using kernel regression in eigenspace
Image and Vision Computing
Iterative weighted maximum likelihood denoising with probabilistic patch-based weights
IEEE Transactions on Image Processing
Nonlinear Image Processing and Filtering: A Unified Approach Based on Vertically Weighted Regression
International Journal of Applied Mathematics and Computer Science - Applied Image Processing
Restoration of images corrupted by Gaussian and uniform impulsive noise
Pattern Recognition
Image Denoising with Kernels Based on Natural Image Relations
The Journal of Machine Learning Research
Super-resolution using sub-band constrained total variation
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
MDL context modeling of images with application to denoising
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Shape from focus using kernel regression
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
IEEE Transactions on Image Processing
Adaptive kernel-based image denoising employing semi-parametric regularization
IEEE Transactions on Image Processing
Bias modeling for image denoising
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A new wavelet-based fuzzy single and multi-channel image denoising
Image and Vision Computing
Framelet kernels with applications to support vector regression and regularization networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Efficient Fourier-wavelet super-resolution
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Model-based human gait recognition using leg and arm movements
Engineering Applications of Artificial Intelligence
Super-resolution with sparse mixing estimators
IEEE Transactions on Image Processing
Low-complexity and sampling-aided multi-view video coding at low bitrate
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Automatic parameter selection for denoising algorithms using a no-reference measure of image content
IEEE Transactions on Image Processing
Journal of Mathematical Imaging and Vision
Non-local kernel regression for image and video restoration
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Color kernel regression for robust direct upsampling from raw data of general color filter array
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Stochastic approximation for background modelling
Computer Vision and Image Understanding
Image reconstruction by prioritized incremental normalized convolution
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Reduction of JPEG compression artifacts by kernel regression and probabilistic self-organizing maps
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Journal of Signal Processing Systems
Image de-noising by Bayesian regression
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Non-local adaptive structure tensors
Image and Vision Computing
A novel feature extraction method for face recognition under different lighting conditions
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Total least square kernel regression
Journal of Visual Communication and Image Representation
Total Variation as a Local Filter
SIAM Journal on Imaging Sciences
Contour Stencils: Total Variation along Curves for Adaptive Image Interpolation
SIAM Journal on Imaging Sciences
Pattern Recognition and Image Analysis
A saliency detection model based on local and global kernel density estimation
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Fast single image super-resolution by self-trained filtering
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Polynomial regression based edge filtering for left ventricle tracking in 3d echocardiography
STACOM'11 Proceedings of the Second international conference on Statistical Atlases and Computational Models of the Heart: imaging and modelling challenges
A New TV-Stokes Model with Augmented Lagrangian Method for Image Denoising and Deconvolution
Journal of Scientific Computing
An automatic image scaling up algorithm
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Model-based adaptive resolution upconversion of degraded images
Journal of Visual Communication and Image Representation
New edge-adaptive image interpolation using anisotropic Gaussian filters
Digital Signal Processing
Multi-focus image fusion based on the neighbor distance
Pattern Recognition
A stochastic image denoising algorithm using 3-D block filtering under a non-local means framework
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Local structure divergence index for image quality assessment
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Journal of Scientific Computing
A patch-based non-local means method for image denoising
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Sparse coding for image denoising using spike and slab prior
Neurocomputing
Steering kernel-based video moving objects detection with local background texture dictionaries
Computers and Electrical Engineering
Computers & Mathematics with Applications
Joint image denoising using adaptive principal component analysis and self-similarity
Information Sciences: an International Journal
Saliency detection based on integrated features
Neurocomputing
A unified framework for multi-sensor HDR video reconstruction
Image Communication
Conditional Toggle Mappings: Principles and Applications
Journal of Mathematical Imaging and Vision
A Framework for Moving Least Squares Method with Total Variation Minimizing Regularization
Journal of Mathematical Imaging and Vision
A High Quality Depth Map Upsampling Method Robust to Misalignment of Depth and Color Boundaries
Journal of Signal Processing Systems
| Hi-index | 0.02 |
In this paper, we make contact with the field of nonparametric statistics and present a development and generalization of tools and results for use in image processing and reconstruction. In particular, we adapt and expand kernel regression ideas for use in image denoising, upscaling, interpolation, fusion, and more. Furthermore, we establish key relationships with some popular existing methods and show how several of these algorithms, including the recently popularized bilateral filter, are special cases of the proposed framework. The resulting algorithms and analyses are amply illustrated with practical examples