… The ATV-CS, which is based on a smart implementation of … the computational cost of the
standard total variation (TV)-CS so that … efficiency of the proposed approach in comparison with …

… RF coils, and their performance depends on the spatially variant … The differences between
TV and DTV pairs were not … not reaching statistical significance, were observed in the TV data…

… exploit local statistics, neglecting nonlocal statistics of images. … fair comparison among the
competing methods, we have carefully tuned their parameters to achieve the best performance …

… for image restoration is based on total variation (TV). The TV regularization was introduced
… removal and CS recovery demonstrate the superior performances of our proposed methods. …

… encodes the correlation and difference among all these bands, … naturally encoded as the
total variance (TV) along with different … His current research interests include statistical signal …

… efficiency, while computational complexity is the same as TV … notice important perceptual
differences between the images. … In order to show more statistical results, all the reconstruction …

… total variation by augmented Lagrangian method (TV.ALM) … The main goal of this work is
to demonstrate the performance … Gao, “Image restoration using joint statistical modeling in a …

… term for penalizing the difference between the obtained … Eckstein, ‘‘Distributed optimization
and statistical learning via … sensor networks, the Internet of things, compressed sensing, infor…

… In order to make a fair comparison between raw and … We additionally use a bulk coherence
statistic for signal … matrix affect the comparative performance of ℓ 1 and TV? Are these results …

… TV minimization forms an active branch of research in compressed sensing, and we refer …
processes [59] or as Gaussian complexity in statistical learning theory [5]. While its benefits to …