Two-Step Technology for Improving Details of Images Captured with Mobile Devices

被引:3
作者
Fursov, Vladimir [1 ]
Goshin, Yegor
机构
[1] Samara Natl Res Univ, Samara, Russia
来源
TWELFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2019) | 2020年 / 11433卷
基金
俄罗斯基础研究基金会;
关键词
image processing; FIR-filter; non-linear filtering; blind identification; DEFOCUS BLUR;
D O I
10.1117/12.2557034
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this study, we developed a two-stage technology for improving the sharpness of images. In the first stage, the correction was performed using a linear square exponential (SE) filter with a centrally symmetric frequency response in the form of quadratic and exponential functions. This stage included setting the parameters of the SE filter and the actual processing. In the second stage, non-linear correction was carried out. The idea of the filter was to increase the impact of the central value, if it was at the edge of different intensity levels. We assumed that an increase in the absolute value of the weighted average of the differences in the point neighbourhood could be an indicator of such edges. The central point of the reference area belonged to the edge if its value was considerably greater or lesser than the significant number of values in this area. The first experiment confirmed the possibility for the improvement of the quantitative criteria of image restoration by non-linear correction. The second experiment illustrated the increase in the image sharpness obtained using a diffraction Fresnel lens. The proposed technology has opened up prospects for the use of cameras based on diffraction optic elements in mobile devices.
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页数:8
相关论文
共 23 条
  • [1] Blind and Semi-Blind Deblurring of Natural Images
    Almeida, Mariana S. C.
    Almeida, Luis B.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (01) : 36 - 52
  • [2] [Anonymous], 2018, P EUR C COMP VIS ECC
  • [3] Bavrina A. Y., 2011, Computer Optics, V35, P500
  • [4] CONSTRUCTING A QUADRATIC-EXPONENTIAL FIR-FILTER WITH AN EXTENDED FREQUENCY RESPONSE MIDRANGE
    Fursov, V. A.
    [J]. COMPUTER OPTICS, 2018, 42 (02) : 297 - 305
  • [5] Identification of square-exponential FIR-filter parameters in the absence of a test image
    Fursov, V. A.
    [J]. 3RD INTERNATIONAL CONFERENCE INFORMATION TECHNOLOGY AND NANOTECHNOLOGY (ITNT-2017), 2017, 201 : 206 - 212
  • [6] CONSTRUCTING FIR-FILTRES IN A GIVEN PARAMETRICAL CLASS OF FREQUENCY RESPONSE FOR DEFOCUS CORRECTION
    Fursov, V. A.
    [J]. COMPUTER OPTICS, 2016, 40 (06) : 878 - 886
  • [7] Fursov VA, 2018, CEUR WORKSHOP P, V2260, P468, DOI DOI 10.20948/ABRAU-2018-23
  • [8] A robust deblurring algorithm for noisy images with just noticeable blur
    Huang, Jiazi
    Feng, Huajun
    Xu, Zhihai
    Li, Qi
    Chen, Yueting
    [J]. OPTIK, 2018, 168 : 577 - 589
  • [9] Lagendijk R., 2000, BASIC METHODS IMAGE
  • [10] Mustaniemi J, 2018, INT C PATT RECOG, P3068, DOI 10.1109/ICPR.2018.8546041