Title :
Adaptively determining regularisation parameters in non-local total variation regularisation for image denoising
Author :
Yuhui Zheng ; Byeungwoo Jeon ; Jianwei Zhang ; Yunjie Chen
Author_Institution :
Jiangsu Eng. Centre of Network Monitoring, Nanjing Univ. of Inf. Sci. & Technol., Nanjing, China
Abstract :
A non-local selection scheme of regularisation parameters is exploited for non-local total variation (NLTV) regularisation, based on a content-aware function that can determine regularisation parameters through discriminating image contents, with the aid of a non-local structure tensor calculated using the weights from the original NLTV. Experimental results on simulated and real noisy images show the relatively good performance of the proposed scheme based on NLTV, in terms of visual improvement and peak signal-to-noise ratio value.
Keywords :
image denoising; tensors; NLST; NLTV regularisation; PSNR value; content-aware function; image contents; image denoising; nonlocal selection scheme; nonlocal structure tensor; nonlocal total variation regularisation; peak signal-to-noise ratio value; real noisy images; simulated images; visual improvement;
Journal_Title :
Electronics Letters
DOI :
10.1049/el.2014.3494