Visually Lossless Compression of Dental Images

被引:0
|
作者
Krivenko, S. [1 ]
Lukin, V. [1 ]
Krylova, O. [2 ]
机构
[1] Natl Aerosp Univ, KhAI, Dept Informat Commun Technol, Kharkov, Ukraine
[2] Kharkiv Natl Med Univ, Dept Therapeut Dent, Kharkov, Ukraine
关键词
lossy compression; dental image; metric prediction;
D O I
10.1109/elnano.2019.8783218
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
It has become a standard practice to use images in medicine. Due to increasing resolution, their size often occurs to be large and, then, necessity to compress them efficiently before storage and/or transmission arises. Since compression ratio of lossless compression is frequently limited, one has to apply lossy compression. Then, a problem of providing an acceptable quality to retain diagnostic value of compressed data appears. This paper deals with analyzing opportunities to perform this in non- iterative way for dental medical images for two versions of a coder based on discrete cosine transform (DCT) - AGU and AGU-M. It is demonstrated that mean squared error (MSE) and MSE modified with taking into account peculiarities of human vision system (MSEHVS) of distortions due to lossy compression can be predicted before starting compression itself. Then, a desired quantization step (QS) for AGU or scaling factor (SF) for AGU-M can be adjusted to provide a desired quality. Regression uses statistics of alternating current (AC) DCT coefficients calculated in 300...500 8x8 pixel blocks to predict output metrics using fitting curves in preliminary obtained scatter-plots.
引用
收藏
页码:394 / 399
页数:6
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