A Fast Method of Visually Lossless Compression of Dental Images

被引:11
|
作者
Krivenko, Sergey [1 ]
Lukin, Vladimir [1 ]
Krylova, Olha [2 ,3 ]
Kryvenko, Liudmyla [2 ,3 ]
Egiazarian, Karen [4 ]
机构
[1] Natl Aerosp Univ, Dept Informat & Commun Technol, Chkalova Str 17, UA-61070 Kharkiv, Ukraine
[2] Kharkiv Natl Med Univ, Dept Therapeut Dent, 4 Nauky Ave, UA-61022 Kharkiv, Ukraine
[3] Kharkiv Natl Med Univ, Dept Pediat Dent & Implantol, 4 Nauky Ave, UA-61022 Kharkiv, Ukraine
[4] Tampere Univ, Computat Imaging Grp, Tampere 33720, Finland
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 01期
关键词
dental image; visually lossless compression; fast processing; LOSSY COMPRESSION; NOISE;
D O I
10.3390/app11010135
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A noniterative approach to the problem of visually lossless compression of dental images is proposed for an image coder based on the discrete cosine transform (DCT) and partition scheme optimization. This approach considers the following peculiarities of the problem. It is necessary to carry out lossy compression of dental images to achieve large compression ratios (CRs). Since dental images are viewed and analyzed by specialists, it is important to preserve useful diagnostic information preventing appearance of any visible artifacts due to lossy compression. At last, dental images may contain noise having complex statistical and spectral properties. In this paper, we have analyzed and utilized dependences of three quality metrics (Peak signal-to-noise ratio, PSNR; eak Signal-to-Noise Ratio using Human Visual System and Masking (PSNR-HVS-M); and feature similarity, FSIM) on the quantization step (QS), which controls a compression ratio for the so-called advanced DCT coder (ADCTC). The threshold values of distortion visibility for these metrics have been considered. Finally, the recent results on detectable changes in noise intensity have been incorporated in the QS setting. A visual comparison of original and compressed images allows to conclude that the introduced distortions are practically undetectable for the proposed approach; meanwhile, the provided CR lies within the interval.
引用
收藏
页码:1 / 14
页数:14
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