51 search results - page 1 / 11 » EK-SVD: Optimized dictionary design for sparse representatio... |
102
Voted
ICPR
2008
IEEE
16 years 4 days ago
2008
IEEE
Sparse representations using overcomplete dictionaries are used in a variety of field such as pattern recognition and compression. However, the size of dictionary is usually a tra...
102
Voted
CORR
2010
Springer
14 years 11 months ago
2010
Springer
Recent work has demonstrated that using a carefully designed dictionary instead of a predefined one, can improve the sparsity in jointly representing a class of signals. This has m...
122
Voted
ICML
2010
IEEE
15 years 3 hour ago
2010
IEEE
We develop an efficient learning framework to construct signal dictionaries for sparse representation by selecting the dictionary columns from multiple candidate bases. By sparse,...
82
Voted
CIMAGING
2009
15 years 1 days ago
2009
The surface reflectance function of many common materials varies slowly over the visible wavelength range. For this reason, linear models with a small number of bases (5-8) are fr...
CORR
2010
Springer
14 years 11 months ago
2010
Springer
Recent work has demonstrated that using a carefully designed sensing matrix rather than a random one, can improve the performance of compressed sensing. In particular, a welldesign...