编程实现:
(简单入门)压缩感知正交匹配追踪算法重构二维图像
(专业程序)l1-magic
(OMP算法的Matlab实现)通过正交匹配追踪算法从随机测量值中恢复信号
文献:
(列举很详细)中国压缩传感资源(China Compressive Sensing Resources)
(简单的Review)Compressive Sensing
(SP算法)Subspace pursuit for compressive sensing signal reconstruction http://arxiv.org/pdf/0803.0811.pdf
(OMP算法)Signal recovery from random measurements via orthogonal matching pursuit http://authors.library.caltech.edu/9490/1/TROieeetit07.pdf
(MP算法)Sparse signal detection from incoherent projections http://dsp.rice.edu/sites/dsp.rice.edu/files/cs/IDEA-ICASSP06.pdf
(CoSaMP算法)Cosamp: iterative signal recovery from incomplete and inaccurate samples http://users.cms.caltech.edu/~jtropp/papers/NT10-CoSaMP-Iterative-CACM.pdf
(BAOMP算法)Backtracking-based matching pursuit method for sparse signal reconstruction http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5756222
(SAMP算法)Sparsity adaptive matching pursuit algorithm for practical compressed sensing http://dsp.rice.edu/sites/dsp.rice.edu/files/cs/asilomar08_final.pdf
可能用到的基础知识:
解Ax=b(A为对称正定矩阵)的最速下降法和共轭梯度法
凸函数与凸规划的概念