4.5 Article

Some Remarks on the Staircasing Phenomenon in Total Variation-Based Image Denoising

期刊

JOURNAL OF MATHEMATICAL IMAGING AND VISION
卷 54, 期 2, 页码 256-268

出版社

SPRINGER
DOI: 10.1007/s10851-015-0600-1

关键词

Total variation; Image denoising; Staircasing

向作者/读者索取更多资源

This paper deals with the so-called staircasing phenomenon, which frequently arises in total variation-based denoising models in image analysis. We prove in particular that staircasing always occurs at global extrema of the datum and at all extrema of the minimizer. It is also shown that, for radial images, the staircasing always appears at the extrema and at the boundary of the image. We also prove the equivalence between the denoising model and the total variation flow, in the radial case, thus, extending a previous result in dimension one. This equivalence cannot hold in the non-radial case, as it is shown with a counterexample. This connection allows us to understand how the staircase zones and the discontinuities of the denoising problem evolve with the regularization parameter.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据