JOURNAL ARTICLE

Wavelet based medical image compression through prediction

Abstract

This paper offers a simple and lossless compression method for compression of medical images. Method is based on wavelet decomposition of the medical images followed by the correlation analysis of coefficients. The correlation analyses are the basis of prediction equation for each sub band. Predictor variable selection is performed through coefficient graphic method to avoid multicollinearity problem and to achieve high prediction accuracy and compression rate. The method is applied on MRI and CT images. Results show that the proposed approach gives a high compression rate for MRI and CT images comparing with state of the art methods.

Keywords:
Multicollinearity Lossless compression Data compression Wavelet Image compression Computer science Artificial intelligence Compression (physics) Data compression ratio Wavelet transform Medical imaging Correlation coefficient Computer vision Pattern recognition (psychology) Image processing Image (mathematics) Linear regression Machine learning

Metrics

8
Cited By
0.29
FWCI (Field Weighted Citation Impact)
9
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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

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