Discrete Shearlet Transform and Lempel-Ziv Welch Coding for Lossless Fingerprint Image Compression
- 1 Department of Information Technology, Institute of Graduate Studies and Research, Alexandria University, Bab Sharqi, Egypt
- 2 Electrical Engineering Department, Faculty of Engineering, Damanhour University, Damanhour, Egypt
Abstract
Image compression is a crucial task in image processing and in the process of sending and receiving files. There is a need for effective techniques for image compression as the raw images require large amounts of disk space to defect during transportation and storage operations. The most important objective of image compression is to decrease the redundancy of the image which helps in increasing the storage capacity and then efficient transmission. This study introduces a system for lossless image compression that is built to work on fingerprint image compression. It uses lossless compression to take care of the first image during processing. However, there is a serious problem which is the low ratio of compression. In order to make the ratio higher, there are five lossless compression techniques used in this study which are Elias Gamma Coding (EGC), Huffman Coding (HC), Arithmetic Coding (AC), Run-Length Encoding (RLE) and Lempel Ziv Welch (LZW). With these techniques, there are three types of transforms are used; they are Discrete Cosine Transform (DCT), Discrete Wavelet Transform (DWT), and Discrete Shearlet Transform (DST). The results conclude that discrete shearlet transform with the Lempel-Ziv Welch coding technique outperforms the other lossless compression techniques and its Compression Ratio (CR) is 3.678023.
DOI: https://doi.org/10.3844/jcssp.2024.564.573
Copyright: © 2024 Nahidah A. Kadim, Shawkat K. Guirguis and Hend A. Elsayed. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
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Keywords
- Discrete Shearlet Transform
- Discrete Wavelet Transform
- Discrete Cosine Transform
- Arithmetic Coding
- Huffman Coding
- Elias Gamma Coding
- Lempel-Ziv Welch
- Run Length Encoding
- Compression Ratio
- Fingerprint Image