Image compressive sensing via Truncated Schatten-p Norm regularization

作者:

Highlights:

• Truncated Schatten-p Norm regularization has been proposed for CS image recovery.

• ADMM can efficiently solve the resulting complicated optimization problem.

• CS-TSPN can significantly reduce the required sampling measurements.

• CS-TSPN can achieve the superior performance compared with other CS methods.

摘要

Highlights•Truncated Schatten-p Norm regularization has been proposed for CS image recovery.•ADMM can efficiently solve the resulting complicated optimization problem.•CS-TSPN can significantly reduce the required sampling measurements.•CS-TSPN can achieve the superior performance compared with other CS methods.

论文关键词:Compressive sensing,Truncated Schatten-p Norm,Alternative direction multiplier method

论文评审过程:Received 6 October 2015, Revised 21 May 2016, Accepted 23 May 2016, Available online 26 May 2016, Version of Record 4 June 2016.

论文官网地址:https://doi.org/10.1016/j.image.2016.05.012