Wavelet packet and neural network basis medical image compression

被引:0
|
作者
Zhao Xiuying [1 ,2 ,3 ]
Jingyuan, Wei [4 ]
Linpei, Zhai [1 ]
机构
[1] Changchun Inst Opt Fine Mech & Phys, Changchun 130033, Peoples R China
[2] Chinese Acad Sci, Grad Sch, Beijing 130039, Peoples R China
[3] Aviat Univ AF, Changchun 130022, Peoples R China
[4] Jilin Univ, Bai Qiuen Med Minst, Beijing 130022, Peoples R China
关键词
wavelet packet; neural network; image compression;
D O I
10.1117/12.710973
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
It is difficult to get high compression ratio and good reconstructed image by conventional methods; we give a new method of compression on medical image. It is to decompose and reconstruct the medical image by wavelet packet. Before the construction the image, use neural network in place of other coding, method to code the coefficients in the wavelet packet domain. By using the Kohonen's neural network algorithm, not only for its vector quantization feature, but also for its topological property. This property allows an increase of about 80% for the compression rate. Compared to the JPEG standard, this compression scheme shows better performances (in terms of PSNR) for compression rates higher than 30. This method can get big compression ratio and perfect PSNR. Results show that the image can be compressed greatly and the original image can be recovered well. In addition, the approach can be realized easily by hardware.
引用
收藏
页数:6
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