Talks

2014

Wavelet for Graphs and its Deployment to Image Processing

Image Processing via Pixel Permutation

Sparse Modeling of Graph-Structured Data ... and ... Images

2013

Wavelet for Graphs and its Deployment to Image Processing

Sparse Modeling of Graph-Structured Data … and … Images

Recent Results on the Co-Sparse Analysis Model

2012

Recent Results on the Co-Sparse Analysis Model

Another Take on Patch-Based Image Processing

Sparse & Redundant Representation Modeling of Images: Theory and Applications

Generalized Tree-Based Wavelet Transform and Applications to Patch-Based Image Processing

The Analysis Sparse Model - Definition, Pursuit, Dictionary Learning, and Beyond (Short-Version)

The Analysis Sparse Model - Definition, Pursuit, Dictionary Learning, and Beyond

2011

From SD to HD: Improving Video Sequences Through Super-Resolution

Sequential Minimal Eigenvalues - An Approach to Analysis Dictionary Learning

K-SVD Dictionary-Learning for Analysis Sparse Models

Exploiting Statistical Dependencies in Sparse Representations

2010

A Course on Sparse and Redundant Representation Modeling of Images - Iceland Summer-School

A Course on Sparse and Redundant Representation Modeling of Images - PCMI Summer-School

Sparse and Redundant Representation Modeling of Images: Theory and Applications

Topics in Minimum-Mean-Squared-Error (MMSE) Estimation in Sparse Approximation

Single Image Super-Resolution Using Sparse Representation

ההרכב האטומי של תמונות - גישות חדשניות בעיבוד תמונות

2009

MMSE Estimation for Sparse Representation Modeling

2008

Sparse and Redundant Representation Modeling for Image Processing

Super-Resolution-Reconstruction of Image Sequences Without Explicit Motion Estimation

A Weighted Average of Sparse Several Representations is Better than the Sparsest One Alone

Image Denoising and Beyond via Learned Dictionaries and Sparse Representations

A Sparse and Non-Negative Solution of Ax=b is Necessarily Unique

2007

A Wide-Angle View of Iterated Shrinkage Algorithms For Finding Sparse Representations

Optimized Projection Directions for Compressed Sensing

New Results in Image Processing Based on Sparse & Redundant Representations

2006

Denoising and Beyond via Learned Dictionaires and Sparse Representations

Super-resolution reconstruction of images - An overview

Sparse & Redundant Signal Representation, and its Role in Image Processing

Image Denoising via Learned Dictionaries and Sparse Representations

Iterated Shrinkage Algorithm for Basis Pursuit Minimization

Image Decomposition and Inpainting by Sparse Representations

2005

Shrinkage for Redundant Representations?

Example-Based Priors for Inverse Problems in Image Processing

The K-SVD: Design of Dictionaries for Sparse and Redundant Representation of Signals

Sparsity and Overcomplete Data Representation

Retinex By Two Bilateral Filters

Recent Trends in Signal Representations and their Role in Image Processing

2004

Sparse Representations of Signals - Theory and Applications

Over-complete and Sparse Representations for Image Decomposition and Inpainting

Image Decomposition Via the Combination of Sparse Representations and a Variational Approach

2003

Rejection Based Classifier for Target Detection In Images

Analysis of the Basis Pursuit Algorithm and the Separation of Points, Lines, and Planes

2002

Sparse Representations and The Basis Pursuit Algorithm

Fast Polar Fourier Transform

Shape From Moments - An Estimation Perspective

On the Bilateral Filter and Ways to Improve It

Static and Dynamic Super-Resolution

Rejection Based Classification and its Applications

Rejection Based Classifier for Face Detection

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