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November 27, 20028,176 citations

Bilateral filtering for gray and color images

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CTCarlo TomasiRMRoberto Manduchi

Key Points

  • To evaluate the effectiveness of bilateral filtering in smoothing images and preserving edges.
  • Utilized a nonlinear combination of nearby image values for filtering
  • Applied filtering to gray levels and color images based on geometric and photometric parameters
  • Compared bilateral filtering effectiveness against standard filtering methods.
  • Successfully preserved edges while smoothing, reducing phantom colors in images
  • Enforced perceptual metrics of CIE-Lab color space in filtered images
  • Demonstrated improved color clarity without introducing unwanted hues.

Abstract

Bilateral filtering smooths images while preserving edges, by means of a nonlinear combination of nearby image values. The method is noniterative, local, and simple. It combines gray levels or colors based on both their geometric closeness and their photometric similarity, and prefers near values to distant values in both domain and range. In contrast with filters that operate on the three bands of a color image separately, a bilateral filter can enforce the perceptual metric underlying the CIE-Lab color space, and smooth colors and preserve edges in a way that is tuned to human perception. Also, in contrast with standard filtering, bilateral filtering produces no phantom colors along edges in color images, and reduces phantom colors where they appear in the original image.

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Cite This Study

Tomasi et al. (2002) studied this question.

synapsesocial.com/papers/69ff72276018b8d0892d811chttps://doi.org/10.1109/iccv.1998.710815
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