JOURNAL ARTICLE

Lossless predictive compression of medical images

Aleksej AvramovićSlavica Savic

Year: 2011 Journal:   Serbian Journal of Electrical Engineering Vol: 8 (1)Pages: 27-36   Publisher: Faculty of Technical Sciences in Cacak

Abstract

Among the many categories of images that require lossless compression, medical images can be indicated as one of the most important category. Medical image compression with loss impairs of diagnostic value, therefore, there are often legal restrictions on the image compression with losses. Among the common approaches to medical image compression we can distinguish the transformation-based and prediction-based approaches. This paper presents algorithms for the prediction based on the edge detection and estimation of local gradient. Also, a novel prediction algorithm based on advantages of standardized median predictor and gradient predictor is presented and analyzed. Removed redundancy estimation was done by comparing entropies of the medical image after prediction.

Keywords:
Lossless compression Image compression Lossy compression Data compression Artificial intelligence Computer science Redundancy (engineering) Compression (physics) Computer vision Pattern recognition (psychology) Image (mathematics) Image processing

Metrics

17
Cited By
0.77
FWCI (Field Weighted Citation Impact)
4
Refs
0.75
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
AI in cancer detection
Physical Sciences →  Computer Science →  Artificial Intelligence

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