1. Guest Editorial: Sparse Coding

   • J. Mairal
   • M. Elad
   • F. Bach

   EditorialNotes 18 July 2015 Pages: 89 - 90

2. Learning Sparse FRAME Models for Natural Image Patterns

   • Jianwen Xie
   • Wenze Hu
   • Ying Nian Wu

   OriginalPaper 02 October 2014 Pages: 91 - 112

   

3. Extrinsic Methods for Coding and Dictionary Learning on Grassmann Manifolds

   • Mehrtash Harandi
   • Richard Hartley
   • Conrad Sanderson

   OriginalPaper 07 June 2015 Pages: 113 - 136

   

4. Structured Overcomplete Sparsifying Transform Learning with Convergence Guarantees and Applications

   • Bihan Wen
   • Saiprasad Ravishankar
   • Yoram Bresler

   OriginalPaper 19 October 2014 Pages: 137 - 167

   

5. Efficient Dictionary Learning with Sparseness-Enforcing Projections

   • Markus Thom
   • Matthias Rapp
   • Günther Palm

   OriginalPaper 11 February 2015 Pages: 168 - 194

   

6. Toward Fast Transform Learning

   • Olivier Chabiron
   • François Malgouyres
   • Nicolas Dobigeon

   OriginalPaper 11 October 2014 Pages: 195 - 216

   

7. Image Restoration via Simultaneous Sparse Coding: Where Structured Sparsity Meets Gaussian Scale Mixture

   • Weisheng Dong
   • Guangming Shi
   • Xin Li

   OriginalPaper 18 February 2015 Pages: 217 - 232

   

8. A Bimodal Co-sparse Analysis Model for Image Processing

   • Martin Kiechle
   • Tim Habigt
   • Martin Kleinsteuber

   OriginalPaper 22 November 2014 Pages: 233 - 247

   

9. Image Deblurring with Coupled Dictionary Learning

   • Shiming Xiang
   • Gaofeng Meng
   • Changshui Zhang

   OriginalPaper 20 August 2014 Pages: 248 - 271

   

10. Sparse Illumination Learning and Transfer for Single-Sample Face Recognition with Image Corruption and Misalignment

    • Liansheng Zhuang
    • Tsung-Han Chan
    • Yi Ma

    OriginalPaper 23 July 2014 Pages: 272 - 287

    

11. Generalized Dictionaries for Multiple Instance Learning

    • Ashish Shrivastava
    • Vishal M. Patel
    • Rama Chellappa

    OriginalPaper 06 June 2015 Pages: 288 - 305

    

12. Dictionary Learning for Fast Classification Based on Soft-thresholding

    • Alhussein Fawzi
    • Mike Davies
    • Pascal Frossard

    OriginalPaper 04 November 2014 Pages: 306 - 321

    

13. Collaborative Linear Coding for Robust Image Classification

    • Zilei Wang
    • Jiashi Feng
    • Shuicheng Yan

    OriginalPaper 01 July 2014 Pages: 322 - 333