压缩感知光谱重构中的字典原子选取优化方法
汪琪, 马灵玲, 李传荣, 唐伶俐, 周勇胜. 压缩感知光谱重构中的字典原子选取优化方法[J]. 光学学报, 2016, 36(9): 0930002.
Wang Qi, Ma Lingling, Li Chuanrong, Tang Lingli, Zhou Yongsheng. Improved Method of Dictionary Atom Selection in Compressive Sensing Spectral Reconstruction[J]. Acta Optica Sinica, 2016, 36(9): 0930002.
[1] Donoho D L. Compressed sensing[J]. IEEE Transactions on Information Theory, 2006, 52(4): 1289-1306.
[2] Busuioceanu M. Analysis of compressive sensing for hyperspectral remote sensing applications[M]. Rochester: Rochester Institute of Technology, 2013.
[3] 韩申生. 强度关联遥感成像技术[J]. 航天返回与遥感, 2011, 32(5): 44-51.
Han Shensheng. Intensity correlation imaging technology for remote sensing[J]. Spacecraft Recovery and Remote Sensing, 2011, 32(5): 44-51.
[4] 李传荣, 贾媛媛, 马灵玲. 干涉成像光谱遥感技术发展与应用[J]. 遥感技术与应用, 2010, 25(4): 451-457.
Li Chuanrong, Jia Yuanyuan, Ma lingling. Development and application ofinterference hyperspectral remote sensing technology[J]. Remote Sensing Technology and Application, 2010, 25(4): 451-457.
[5] Russell T A, Mcmackin L, Bridge B, et al. Compressive hyperspectralsensor for LWIR gas detection[C]. Proceedings of SPIE, 2012, 8365: 83650C.
[6] 吴建荣, 沈夏, 喻虹, 等. 基于相位调制的单次曝光压缩感知成像[J]. 光学学报, 2014, 34(10): 1011005.
[7] Kulkarni N, Nagesh P, Gowda R, et al. Understanding compressive sensing and sparse representation-based super-resolution[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2012, 22(5): 778-789.
[8] Mallat S G, Zhang Z. Matching pursuits with time-frequency dictionaries[J]. IEEE Transactions on Signal Processing, 1993, 41(12): 3397-3415.
[9] Needell D, Vershynin R. Signal recovery from incomplete and inaccurate measurements via regularized orthogonal matching pursuit[J]. IEEE Journal on Selected Topics in Signal Processing, 2010, 4(2): 310-316.
[10] Liu Y X. Regularized adaptive matching pursuit algorithm for signal reconstruction based on compressive sensing[J]. Journal of Electronics & Information Technology, 2010, 32(11): 2713-2717.
[11] Do T T, Gan L, Nguyen N, et al. Sparsity adaptive matching pursuit algorithm for practical compressed sensing[R]. Conference on Circuits Systems & Computers, 2008: 581-587.
[12] 汪琪, 李传荣, 马灵玲, 等. 基于训练字典的压缩感知光谱稀疏化方法[J]. 遥感技术与应用, 2013, 28(6): 1013-1019.
Wang Qi, Li Chuanrong, Ma Lingling, et al. Compressive sensing spectral sparsification method based on training dictionary[J]. Remote Sensing Technology and Application, 2013, 28(6): 1013-1019.
[13] Liu J, Zhang J. Spectral unmixing via compressive sensing[J]. IEEE Transactions on Geoscience & Remote Sensing, 2014, 52(11): 7099-7110.
[14] Aharon M, Elad M, Bruckstein A. K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation[J]. Signal Processing, IEEE Transactions on, 2006, 54(11): 4311-4322.
[15] Mairal J, Bach F, Ponce J, et al. Online dictionary learning for sparse coding[C]. Proceedings of the 26th Annual International Conference on Machine Learning. ACM, 2009: 689-696.
[16] Skretting K, Engan K. Recursive least squares dictionary learning algorithm[J]. IEEE Transactions on Signal Processing, 2010, 58(4): 2121-2130.
[17] Candes E J, Romberg J, Tao T. Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information[J]. IEEE Transactions on Information Theory, 2006, 52(2): 489-509.
[18] Cotter S F, Rao B D, Engan K, et al. Sparse solutions to linear inverse problems with multiple measurement vectors[J]. IEEE Transactions on Signal Processing, 2005, 53(7): 2477-2488.
[19] Mohimani G H, Babaie-Zadeh M, Jutten C. Fast sparse representation based on smoothed 0 norm[C]. International Conference on Independent Component Analysis and Signal Separation, 2007: 389-396.
[20] Wipf D P, Rao B D. An empirical Bayesian strategy for solving the simultaneous sparse approximation problem[J]. IEEE Transactions on Signal Processing, 2007, 55(7): 3704-3716.
[21] Wright J, Ma Y, Mairal J, et al. Sparse representation for computer vision and pattern recognition[J]. Proceedings of the IEEE, 2010, 98(6): 1031-1044.
[22] Chen Y, Nasrabadi N M, Tran T D. Hyperspectral image classification using dictionary-based sparse representation[J]. IEEE Transactions on Geoscience & Remote Sensing, 2011, 49(10): 3973-3985.
汪琪, 马灵玲, 李传荣, 唐伶俐, 周勇胜. 压缩感知光谱重构中的字典原子选取优化方法[J]. 光学学报, 2016, 36(9): 0930002. Wang Qi, Ma Lingling, Li Chuanrong, Tang Lingli, Zhou Yongsheng. Improved Method of Dictionary Atom Selection in Compressive Sensing Spectral Reconstruction[J]. Acta Optica Sinica, 2016, 36(9): 0930002.
PDF全文
