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Deep Convolutional Compressed Sensing for LiDAR Depth Completion
Asian Conference on Computer Vision, 2018In this paper we consider the problem of estimating a dense depth map from a set of sparse LiDAR points. We use techniques from compressed sensing and the recently developed Alternating Direction Neural Networks (ADNNs) to create a deep recurrent auto ...
Nathaniel Chodosh +2 more
semanticscholar +1 more source
IEEE Transactions on Information Theory, 2006
Summary: Suppose \(x\) is an unknown vector in \(\mathbb R^m\) (a digital image or signal); we plan to measure \(n\) general linear functionals of \(x\) and then reconstruct. If \(x\) is known to be compressible by transform coding with a known transform, and we reconstruct via the nonlinear procedure defined here, the number of measurements \(n\) can ...
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Summary: Suppose \(x\) is an unknown vector in \(\mathbb R^m\) (a digital image or signal); we plan to measure \(n\) general linear functionals of \(x\) and then reconstruct. If \(x\) is known to be compressible by transform coding with a known transform, and we reconstruct via the nonlinear procedure defined here, the number of measurements \(n\) can ...
openaire +1 more source
An image encryption scheme based on multi-objective optimization and block compressed sensing
Nonlinear dynamics, 2022Xiu-li Chai +4 more
semanticscholar +1 more source
IEEE Transactions on Geoscience and Remote Sensing, 2021
Chih-Chung Hsu +3 more
semanticscholar +1 more source
Chih-Chung Hsu +3 more
semanticscholar +1 more source
Image encryption based on compressed sensing and DNA encoding
Signal processing. Image communication, 2021Xing-yuan Wang, Yining Su
semanticscholar +1 more source
Compressive Sensing and Compressive Holography
2015It is well known from communication theory that for a sampled signal, the sampling rate must be greater than twice the signal bandwidth for faithful reproduction of the original signal. The concept of sampling at the Nyquist rate was postulated by Shannon in 1949; in the same year, Golay introduced the idea of artificial discrete multiplex coding in ...
Georges T. Nehmetallah +2 more
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IEEE Journal on Selected Topics in Signal Processing, 2007
Mário A. T. Figueiredo +2 more
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Mário A. T. Figueiredo +2 more
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