JOURNAL ARTICLE

<title>Adaptive nonlinear diffusion algorithm for image filtering</title>

Yung WangJesse S. JinJ. Hiller

Year: 1997 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 3028 Pages: 26-37   Publisher: SPIE

Abstract

The nonlinear anisotropic diffusive process has shown the good property of eliminating noise while preserving the accuracy of edges, and has been widely used in image processing. However, filtering depends on the threshold of the diffusion process, i.e., the cut-off contrast of edges. The threshold varies form image to image and even from region to region within an image. The problem compounds with intensity distortion and contrast variation. We have developed an adaptive diffusion scheme by applying the Central Limit Theorem to selecting the threshold. Gaussian distribution and Rayleigh distribution are used to estimate the distributions of visual objects in images. Regression under such distributions separates the distribution of the major object from other visual objects in a single peak histogram. The separation helps to automatically determine the threshold. A fast algorithm is derived for the regression process. The method has been successfully used in filtering various medical images.

Keywords:
Anisotropic diffusion Histogram Algorithm Artificial intelligence Distortion (music) Mathematics Image (mathematics) Computer science Diffusion Computer vision Noise (video) Contrast (vision) Filter (signal processing) Pattern recognition (psychology) Physics

Metrics

4
Cited By
0.44
FWCI (Field Weighted Citation Impact)
0
Refs
0.68
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Mathematical Biology Tumor Growth
Physical Sciences →  Mathematics →  Modeling and Simulation

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