Co-Robust-ADMM-Net: Joint ADMM Framework and DNN for Robust Sparse Composite Regularization

Co-Robust-ADMM-Net: Joint ADMM Framework and DNN for Robust Sparse Composite Regularization

Symmetric α-stable (SαS) noise is a typical form of impulsive noise often generated in signal measurement and transmission systems. The problem of reconstructing an image from a small number of under-sampled data corrupted by impulsive noise is called robust compressive sensing...

Full description

Bibliographic Details
Main Authors: Yunyi Li, Xiefeng Cheng, Guan Gui
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Symmetric <italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> <inline-formula> <tex-math notation="LaTeX">$\alpha $ </tex-math> </inline-formula> </italic>-stable noise
compressive sensing
composite regularization model
alternating direction method of multipliers
deep neural network
Online Access:https://ieeexplore.ieee.org/document/8449267/

Internet

https://ieeexplore.ieee.org/document/8449267/

Similar Items