A Novel Image Compression Method Based on Classified Energy and Pattern Building Blocks
EURASIP Journal on Advances in Signal Processing volume 2011, Article number: 730694 (2011)
In this paper, a novel image compression method based on generation of the so-called classified energy and pattern blocks (CEPB) is introduced and evaluation results are presented. The CEPB is constructed using the training images and then located at both the transmitter and receiver sides of the communication system. Then the energy and pattern blocks of input images to be reconstructed are determined by the same way in the construction of the CEPB. This process is also associated with a matching procedure to determine the index numbers of the classified energy and pattern blocks in the CEPB which best represents (matches) the energy and pattern blocks of the input images. Encoding parameters are block scaling coefficient and index numbers of energy and pattern blocks determined for each block of the input images. These parameters are sent from the transmitter part to the receiver part and the classified energy and pattern blocks associated with the index numbers are pulled from the CEPB. Then the input image is reconstructed block by block in the receiver part using a mathematical model that is proposed. Evaluation results show that the method provides considerable image compression ratios and image quality even at low bit rates.
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Guz, U. A Novel Image Compression Method Based on Classified Energy and Pattern Building Blocks. EURASIP J. Adv. Signal Process. 2011, 730694 (2011). https://doi.org/10.1155/2011/730694