...
首页> 外文期刊>Image analysis and stereology >SPATIAL-VARIANT MORPHOLOGICAL FILTERS WITH NONLOCAL-PATCH-DISTANCE-BASED AMOEBA KERNEL FOR IMAGE DENOISING
【24h】

SPATIAL-VARIANT MORPHOLOGICAL FILTERS WITH NONLOCAL-PATCH-DISTANCE-BASED AMOEBA KERNEL FOR IMAGE DENOISING

机译:具有基于非局部距离的AMOEBA核的空间变异形态滤波器,用于图像去噪

获取原文

摘要

Filters of the Spatial-Variant amoeba morphology can preserve edges better, but with too much noise being left. For better denoising, this paper presents a new method to generate structuring elements for Spatially-Variant amoeba morphology. The amoeba kernel in the proposed strategy is divided into two parts: one is the patch distance based amoeba center, and another is the geodesic distance based amoeba boundary, by which the nonlocal patch distance and local geodesic distance are both taken into consideration. Compared to traditional amoeba kernel, the new one has more stable center and its shape can be less influenced by noise in pilot image. What’s more important is that the nonlocal processing approach can induce a couple of adjoint dilation and erosion, and combinations of them can construct adaptive opening, closing, alternating sequential filters, etc. By designing the new amoeba kernel, a family of morphological filters therefore is derived. Finally, this paper presents a series of results on both synthetic and real images along with comparisons with current state-of-the-art techniques, including novel applications to medical image processing and noisy SAR image restoration.
机译:Spatial-Variant变形虫形态的过滤器可以更好地保留边缘,但是会留下过多的噪声。为了更好的去噪,本文提出了一种新的生成空间变异变形虫形态结构元素的方法。提出的策略中的变形虫内核分为两部分:一是基于斑块距离的变形虫中心,另一是基于测地距离的变形虫边界,考虑了非局部斑块距离和局部测地距离。与传统的变形虫核相比,新的核具有更稳定的中心,其形状受导频图像噪声的影响较小。更为重要的是,非局部处理方法会引起伴随的扩张和腐蚀,并且它们的组合可以构造自适应的打开,关闭,交替的顺序过滤器等。通过设计新的变形虫核,可以形成一系列的形态过滤器派生。最后,本文介绍了有关合成图像和真实图像的一系列结果,并与当前的最新技术进行了比较,包括在医学图像处理和噪声SAR图像恢复中的新颖应用。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号