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The promise of compressive sensing (CS) has been offset by two significant challenges.
“Learning representations by back-propagating errors,”
D. E. Rumelhart, G. E Hinton, and R. J. Williams, · 1988
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A wavelet tour of signal processing
S. Mallat, · 1999
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“Compressed sensing,”
D. L. Donoho, · 2006
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“Compressive sampling,”
E. J. Candès, · 2006
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“Near-optimal signal recovery from random projections: Universal encoding strategies?,”
E. J. Candès and T. Tao, · 2006
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“K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation,”
M. Aharon, M. Elad, and A. Bruckstein, · 2006
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“Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information,”
E. J. Candès, J. Romberg, and T. Tao, · 2006
Cited alongside, same era.
“Compressive sensing,”
R. G. Baraniuk, · 2007
Cited alongside, same era.
“Learning to sense sparse signals: Simultaneous sensing matrix and sparsifying dictionary optimization,”
J. M. Duarte-Carvajalino and G. Sapiro, · 2008
Cited alongside, same era.
“Message-passing algorithms for compressed sensing,”
D. L. Donoho, A. Maleki, and A. Montanari, · 2009
Cited alongside, same era.
“Cosamp: Iterative signal recovery from incomplete and inaccurate samples,”
D. Needell and J. A. Tropp, · 2009
Cited alongside, same era.
“Imagenet large scale visual recognition challenge,”
O. Russakovsky, J. Deng, H. Su, J. Krause, S. Satheesh, S. Ma, Z. Huang, A. Karpathy, A. Khosla, and M. Bernstein, · 2014
Later among the works it cites.
“A deep learning approach to structured signal recovery,”
A. Mousavi, A. B. Patel, and R. G. Baraniuk, · 2015
Later among the works it cites.
“Consistent parameter estimation for Lasso and approximate message passing,”
A. Mousavi, A. Maleki, and R. G. Baraniuk, · 2015
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“From denoising to compressed sensing,”
C. A. Metzler, A. Maleki, and R. G. Baraniuk, · 2016
Later among the works it cites.
“Reconnet: Non-iterative reconstruction of images from compressively sensed random measurements,”
K. Kulkarni, S. Lohit, P. Turaga, R. Kerviche, and A. Ashok, · 2016
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M. A. Davenport, J. N Laska, J. R Treichler, and R. G. Baraniuk, · 2012
Cited alongside, same era.
A. B. Patel, T. Nguyen, and R. G. Baraniuk, · 2016
Later among the works it cites.