@inproceedings{b964b19b899a4a9eac4fbabf25615107,
title = "Matching Pursuit Based Convolutional Sparse Coding",
abstract = "Convolutional sparse coding using the l0,∞ norm has been described as 'a problem that operates locally while thinking globally'. In this paper, we present a matching pursuit based greedy algorithm specifically tailored to the l0,∞ norm. We also propose a corresponding dictionary learning algorithm, which trains a local dictionary on a set of global images. Our approach is based on the convolutional relationship between the local dictionary and the global image. It operates locally while taking into account the global nature of the images. We demonstrate the usage of our proposed strategy for the task of image inpainting.",
keywords = "Convolutional Sparse Coding, Global modeling, Greedy Algorithms, Local Processing, Sparse Representations",
author = "Elad Plaut and Raja Giryes",
note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 ; Conference date: 15-04-2018 Through 20-04-2018",
year = "2018",
month = sep,
day = "10",
doi = "https://doi.org/10.1109/ICASSP.2018.8461543",
language = "الإنجليزيّة",
isbn = "9781538646588",
series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "6847--6851",
booktitle = "2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings",
address = "الولايات المتّحدة",
}