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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >Wave atoms based compression method for fingerprint images
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Wave atoms based compression method for fingerprint images

机译:基于波原子的指纹图像压缩方法

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摘要

This paper proposes a new fingerprint image compression approach where the quality of the decoded image is perceptually controlled using wave atom transform. A comparative study of different transforms shows that wave atom transform is more appropriate than wavelets for fingerprint image compression. A new image quality metric based on the same transform is proposed to control the compression performance. Some properties of the human visual system are exploited in the design of the proposed image quality metric. Simulations show that this metric correlates well with the subjective human judgment. Based on these interesting results a compression method with a perceptual distortion control mechanism specific to fingerprint images is developed. Finally, the performance of the proposed compression scheme is evaluated in terms of fingerprint recognition rate. The experimental results clearly show that the proposed strategy offers better results than some traditional compression methods.
机译:本文提出了一种新的指纹图像压缩方法,其中使用波原子变换感知解码图像的质量。对不同变换的比较研究表明,对于指纹图像压缩,波原子变换比小波更合适。提出了一种基于相同变换的新图像质量度量来控制压缩性能。在所提出的图像质量度量的设计中利用了人类视觉系统的一些特性。仿真表明,该度量与人类主观判断有很好的相关性。基于这些有趣的结果,开发了一种具有针对指纹图像的感知失真控制机制的压缩方法。最后,根据指纹识别率评估了提出的压缩方案的性能。实验结果清楚地表明,所提出的策略比某些传统压缩方法提供了更好的结果。

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