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Residual-error prediction based on deep learning for lossless image compression

This publication appears in: Electronics Letters

Authors: I. Schiopu and A. Munteanu

Volume: 54

Issue: 17

Pages: 1032 - 1034

Publication Date: Aug. 2018


Abstract:

A novel residual-error prediction method based on deep learning with application in lossless image compression is introduced. The proposed method employs machine learning tools to minimise the residual error of the employed prediction tools. Experimental results demonstrate average bitrate savings of 32% over the state-of-the-art in lossless image compression. To the best of the authors' knowledge, this Letter is the first to propose a deep-learning based method for residual-error prediction.

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Dr. Ionut Schiopu

+32 (0)02 629 169

ischiopu@etrovub.be

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Prof. Dr. Ir. Adrian Munteanu

+32 (0)02 629 168

acmuntea@etrovub.be

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