Image Denoising Using Total Variation Model Guided by Steerable Filter

Author:

Zhang Wenxue1,Cao Yongzhen1,Zhang Rongxin1,Wang Yuanquan2

Affiliation:

1. Radiation Oncology Department, Tianjin Medical University General Hospital, Tianjin 300054, China

2. School of Computer and Communication Engineering, Tianjin University of Technology, Tianjin 300094, China

Abstract

We propose an adaptive total variation (TV) model by introducing the steerable filter into the TV-based diffusion process for image filtering. The local energy measured by the steerable filter can effectively characterize the object edges and ramp regions and guide the TV-based diffusion process so that the new model behaves like the TV model at edges and leads to linear diffusion in flat and ramp regions. This way, the proposed model can provide a better image processing tool which enables noise removal, edge-preserving, and staircase suppression.

Funder

Neuro-oncology Research Project

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

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