Learning Sparse High Dimensional Filters: Image Filtering, Dense CRFs and Bilateral Neural Networks Varun Jampani1 , Martin Kiefel1,2 and Peter V. Gehler1,2 Max Planck Institute for Intelligent Systems, T¨ubingen, 72076

Source URL: ps.is.tuebingen.mpg.de

Training sparse natural image models with a fast Gibbs sampler of an extended state space Jascha Sohl-Dickstein Redwood Center for Theoretical Neuroscience

Source URL: bethgelab.org

3736 IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 15, NO. 12, DECEMBER 2006 Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries

Source URL: www.cs.technion.ac.il

IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 23, NO. 2, FEBRUARYScale Adaptive Dictionary Learning Cewu Lu, Member, IEEE, Jianping Shi, Student Member, IEEE, and Jiaya Jia, Senior Member, IEEE

Source URL: www.cse.cuhk.edu.hk

• Machine learning
• Sparse dictionary learning
• Distribution
• Mathematics

Unnatural L0 Sparse Representation for Natural Image Deblurring Li Xu Shicheng Zheng Jiaya Jia The Chinese University of Hong Kong http://www.cse.cuhk.edu.hk/leojia/projects/l0deblur/

Source URL: www.cse.cuhk.edu.hk

• Image processing
• Mathematical analysis
• Mathematics
• Algebra
• Deconvolution
• Kernel
• Deblurring
• Conference on Computer Vision and Pattern Recognition
• Convolution
• Image restoration
• Distribution
• Image stabilization

ACCEPTED. TO APPEAR IN IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. 16, NO. 8, AUGUSTImage denoising by sparse 3D transform-domain collaborative ltering

Source URL: www.cs.tut.fi

Unnatural L0 Sparse Representation for Natural Image Deblurring Supplementary Material Li Xu Shicheng Zheng Jiaya Jia The Chinese University of Hong Kong

Source URL: www.cse.cuhk.edu.hk

• Numerical linear algebra
• Sparse approximation
• Ogonek
• Loss function
• Mathematical optimization

Image representation and compression via sparse solutions of systems of linear equations Alfredo Nava-Tudela and John J. Benedetto Applied Mathematics & Statistics, and Scientific Computation Program, University of Mary

Source URL: www.math.umd.edu

Microsoft PowerPoint - [Lecture 3] Sparse and Low-Rank Representation with Applications to Visual Content Analysis.pptx

Source URL: www.acml2014.jvn.edu.vn

• Machine learning
• Sparse matrix
• Inpainting
• Regularization
• Mathematics
• Applied mathematics
• Basis pursuit denoising
• Image processing
• Statistics
• Image denoising

Sulci Detection in Photos of the Human Cortex Based on Learned Discriminative Dictionaries Benjamin Berkels1 , Marc Kotowski2 , Martin Rumpf3 , and Carlo Schaller2 1 Interdisciplinary Mathematics Institute, University of

Source URL: numod.ins.uni-bonn.de

• Image processing
• Lexicography
• Segmentation
• Matching pursuit
• Singular value decomposition
• Sparse matrix
• Dictionary
• Algebra
• Linear algebra
• Mathematics