JOURNAL ARTICLE

<title>Fractal coding of medical images</title>

Kamel BelloulataAtilla BaskurtHugues Benoit-CattinR. Prost

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2707 Pages: 598-609   Publisher: SPIE

Abstract

In this paper, we investigate the application of fractal concept to the coding of medical images, taking into account the self-similarity at different scales. The approach proposed by Jacquin is very flexible, enabling us to optimize different steps of the associated algorithm. We remark that the choice of the distance used to measure the self-similarity between the range block Ri and the estimated range block Ri is essential to the algorithm. In fact, the choice of the metric determines the optimal parameters of the affine transformation. In our study, we propose two metrics, L2 and L(infinity ) and compare their performances. We also develop a simple fast decoding scheme, necessary for a clinical use. This paper addresses the adaptation of the fractal compression algorithm to medical image modalities. We present the results obtained with two image data bases (numerized mammograms and x-ray angiograms). A comparison with JPEG results shows the improvement with our technique, particularly for low bit rates.

Keywords:
Fractal compression Fractal JPEG Fractal transform Affine transformation Computer science Decoding methods Algorithm Coding (social sciences) Metric (unit) Range (aeronautics) Data compression Transformation (genetics) Mathematics Image compression Artificial intelligence Image (mathematics) Image processing Statistics Geometry

Metrics

9
Cited By
1.14
FWCI (Field Weighted Citation Impact)
0
Refs
0.69
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Mathematical Dynamics and Fractals
Physical Sciences →  Mathematics →  Mathematical Physics

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