• DocumentCode
    847533
  • Title

    A Short- Time Beltrami Kernel for Smoothing Images and Manifolds

  • Author

    Spira, Alon ; Kimmel, Ron ; Sochen, Nir

  • Author_Institution
    Comput. Sci. Dept., Technion - Israel Inst. of Technol., Haifa
  • Volume
    16
  • Issue
    6
  • fYear
    2007
  • fDate
    6/1/2007 12:00:00 AM
  • Firstpage
    1628
  • Lastpage
    1636
  • Abstract
    We introduce a short-time kernel for the Beltrami image enhancing flow. The flow is implemented by "convolving" the image with a space dependent kernel in a similar fashion to the solution of the heat equation by a convolution with a Gaussian kernel. The kernel is appropriate for smoothing regular (flat) 2-D images, for smoothing images painted on manifolds, and for simultaneously smoothing images and the manifolds they are painted on. The kernel combines the geometry of the image and that of the manifold into one metric tensor, thus enabling a natural unified approach for the manipulation of both. Additionally, the derivation of the kernel gives a better geometrical understanding of the Beltrami flow and shows that the bilateral filter is a Euclidean approximation of it. On a practical level, the use of the kernel allows arbitrarily large time steps as opposed to the existing explicit numerical schemes for the Beltrami flow. In addition, the kernel works with equal ease on regular 2-D images and on images painted on parametric or triangulated manifolds. We demonstrate the denoising properties of the kernel by applying it to various types of images and manifolds
  • Keywords
    convolution; image denoising; image enhancement; smoothing methods; tensors; Euclidean approximation; bilateral filter; denoising properties; image enhancing flow; image manifold smoothing; metric tensor; regular 2D image smoothing; short-time Beltrami kernel; space dependent kernel; Convolution; Equations; Filters; Geometry; Image processing; Kernel; Noise reduction; Smoothing methods; Space heating; Tensile stress; Beltrami; diffusion; images; kernel; manifold; smoothing; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2007.894253
  • Filename
    4200775