[1]詹为,段先华,於跃成.基于小波变换的图像压缩编码方法研究[J].计算机技术与发展,2018,28(06):21-25.[doi:10.3969/ j. issn.1673-629X.2018.06.005]
　ZHAN Wei,DUAN Xian-hua,YU Yue-cheng.Research on Image Compression Coding Method Based on Wavelet Transform[J].,2018,28(06):21-25.[doi:10.3969/ j. issn.1673-629X.2018.06.005]
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基于小波变换的图像压缩编码方法研究()
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《计算机技术与发展》[ISSN:1006-6977/CN:61-1281/TN]

卷:
28
期数:
2018年06期
页码:
21-25
栏目:
智能、算法、系统工程
出版日期:
2018-06-10

文章信息/Info

Title:
Research on Image Compression Coding Method Based on Wavelet Transform
文章编号:
1673-629X(2018)06-0021-05
作者:
詹为; 段先华; 於跃成
江苏科技大学 计算机学院,江苏 镇江 212003
Author(s):
ZHAN Wei; DUAN Xian-hua; YU Yue-cheng
School of Computer Science and Engineering,Jiangsu University of Science and Technology,Zhenjiang 212003,China
关键词:
图像压缩; 离散小波变换; 霍夫曼编码; 嵌入式零数小波
Keywords:
image compression; discrete wavelet transform; Huffman coding; EZW
分类号:
TP391.41
DOI:
10.3969/ j. issn.1673-629X.2018.06.005
文献标志码:
A
摘要:
嵌入式零树小波(EZW)是一种非常有效的基于离散小波变换的图像编码算法,可以实现渐进编解码,具有较好的图像恢复质量。 在研究嵌入式零树小波编码算法及原理的基础上,针对其对系数重复扫描而带来的计算量与编码比特数的增加,以及扫描过程中出现的大量零数根而导致的算法复杂度增加等不足,提出一种将改进的 EZW 算法与霍夫曼编码方法相结合的图像压缩编码方法。 首先通过扩充编码符号改变扫描方式,来实现零树结构的快速判断,避免连续出现零数根。 然后将改进的算法与霍夫曼编码联合编码来代替算术编码方法使其更简单。 最后,在 Matlab 中模拟仿真,将改进算法与原算法进行比较分析。 实验结果表明,与独立的 EZW 算法相比,改进算法不仅增加了编码效率,同时也提高了峰值信噪比(PSNR),证明了改进算法的有效可行性。
Abstract:
Embedded zerotree wavelet (EZW) is a kind of very effective image coding algorithm based on discrete wavelet transform,which can achieve progressive code with a good quality of image recovery. In the research of embedded zero tree wavelet coding algorithm,there exist deficiency that repeated scanning of coefficient would increase the amount of calculation and the coding bits number,furthermore during the scanning process a large number of zero would result in high-order complexity. For this,we propose an improved EZW algorithm of image compression coding combing Huffman coding. First of all,it expands encoding dictionary to change scanning way,implementing the quick determination of the zero tree structures,avoiding continuous zero root. Then it is combined with the Huffman code to replace the arithmetic coding method to make it simpler. Finally,we compare the original algorithm with the proposed algorithm in the simulation with Matlab. The experiments show that in comparison to the independent EZW algorithm,the proposed algorithm not only increases the coding efficiency,but also improves the peak signal-to-noise ratio (PSNR),which proves its feasibility.

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更新日期/Last Update: 2018-07-20