JOURNAL ARTICLE

<title>Image restoration via PDE</title>

Pierre KornprobstRachid DericheGilles Aubert

Year: 1997 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2942 Pages: 22-33   Publisher: SPIE

Abstract

A large number of algorithms based on partial differential equations (PDE) have recently been proposed to tackle the problems of noise removal, image enhancement and image restoration in real images. Starting with a noisy original image, the algorithms remove noise and enhance the original image by iterating the image using various schemes that are controlled by mean curvature, min/max flow, etc. We first present a variational approach such that during image restoration, edges detected in the original image are being preserved, and then we compare in a second part, the mathematical foundation of this method with respect to some of the well known methods recently proposed in the literature within the class of PDE based algorithms. The performance of our approach will be carefully examined and compared to some of the most recent algorithms proposed in the literature within the class of PDE based algorithms. Experimental results on synthetic and real images will illustrate the capabilities of all the studied approaches.

Keywords:
Image restoration Image (mathematics) Computer science Noise (video) Partial differential equation Class (philosophy) Algorithm Image processing Artificial intelligence Mathematics Computer vision

Metrics

10
Cited By
1.32
FWCI (Field Weighted Citation Impact)
8
Refs
0.80
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Numerical Analysis Techniques
Physical Sciences →  Engineering →  Computational Mechanics

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