Ausgabe 2-3/2015
Special Issue: Sparse Coding
Inhalt (13 Artikel)
Learning Sparse FRAME Models for Natural Image Patterns
Jianwen Xie, Wenze Hu, Song-Chun Zhu, Ying Nian Wu
Extrinsic Methods for Coding and Dictionary Learning on Grassmann Manifolds
Mehrtash Harandi, Richard Hartley, Chunhua Shen, Brian Lovell, Conrad Sanderson
Structured Overcomplete Sparsifying Transform Learning with Convergence Guarantees and Applications
Bihan Wen, Saiprasad Ravishankar, Yoram Bresler
Efficient Dictionary Learning with Sparseness-Enforcing Projections
Markus Thom, Matthias Rapp, Günther Palm
Toward Fast Transform Learning
Olivier Chabiron, François Malgouyres, Jean-Yves Tourneret, Nicolas Dobigeon
Image Restoration via Simultaneous Sparse Coding: Where Structured Sparsity Meets Gaussian Scale Mixture
Weisheng Dong, Guangming Shi, Yi Ma, Xin Li
A Bimodal Co-sparse Analysis Model for Image Processing
Martin Kiechle, Tim Habigt, Simon Hawe, Martin Kleinsteuber
Image Deblurring with Coupled Dictionary Learning
Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, Changshui Zhang
Sparse Illumination Learning and Transfer for Single-Sample Face Recognition with Image Corruption and Misalignment
Liansheng Zhuang, Tsung-Han Chan, Allen Y. Yang, S. Shankar Sastry, Yi Ma
Generalized Dictionaries for Multiple Instance Learning
Ashish Shrivastava, Vishal M. Patel, Jaishanker K. Pillai, Rama Chellappa
Dictionary Learning for Fast Classification Based on Soft-thresholding
Alhussein Fawzi, Mike Davies, Pascal Frossard