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The application of digital filters to improve visibility for people with maculopathy.

机译:数字滤波器的应用可以改善黄斑病患者的视野。

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摘要

Purpose. Previous studies have shown that some digital filters can enhance picture-image visibility for people with visual impairment. The ultimate purposes of this study are to determine the improvement of picture-image visibility for people with maculopathy using digital image enhancement, and to compare the enhancement effects of generic filters and custom-devised filters. The secondary interests are to investigate the effect of age and maculopathy on supra-threshold contrast matching and to investigate the spatial frequency characteristics of picture-images.;Results. Contrast constancy was demonstrated in age-matched controls and people with maculopathy. Single faces were found to be of significantly lower average amplitude than the other groups of images. Eight filters were found to be effective in improving perceived visibility; contrast enhancement, Peli's adaptive enhancement, DoG convolution, high-pass/unsharp masking, Sobel edge enhancement, band-pass based on 3.6% and 27.9% contrast matching and equi-emphasis band-pass filters. These filters specifically were found to be effective for one or more combinations of maculopathy type and image category. The most commonly preferred filters were the generic filters, contrast enhancement and Peli's adaptive enhancement. The two highest rated filters for each subject significantly reduced the number of errors of facial expression and errors of recognition of detail within general scene images.;Conclusions. The visual system adjusts to compensate for CS loss with aging and maculopathy. Single faces are unique in spatial frequency characteristics. Some generic and custom-devised filters are effective in enhancing image visibility. The custom-devised filters are not superior to the generic filters. Visibility enhancement can be assessed quantitatively.;Methods. In order to develop effective custom-devised filters, supra-threshold contrast matching and contrast thresholds for two age groups of subjects with normal vision (14 aged 20-50 years and 15 aged 51+ years) and three groups of people with maculopathy (13 with atrophic ARMD, 14 with exudative ARMD, and 8 with JMD) were measured. Amplitude spectrum at each spatial frequency and the slope of amplitude versus spatial frequency were measured to investigate the spatial frequency characteristics of single face and general scene images. To investigate the preference for filters, 7 generic filters and 4 custom-devised filters were applied to single faces and general scenes. The generic filters were high-pass/unsharp masking, contrast enhancement, Sobel edge enhancement, DoG convolution, DoG FFT, Peli's adaptive enhancement, and a band-pass filter with equi-emphasis of spatial frequencies. The custom-devised filters were band-pass filters based on contrast sensitivity (CS) loss, contrast matching at 3.6% and 27.9%, and emphasis of the peak of the CS curve. Subjects with maculopathy were required to rate the visibility of each image with and without filtering. Nine subjects with maculopathy participated to assess the enhancement quantitatively during which the recognition of facial expression and details in general scenes was tested with and without filtering.
机译:目的。先前的研究表明,一些数字滤镜可以增强视觉障碍者的图像可见度。这项研究的最终目的是确定使用数字图像增强技术改善黄斑病变患者的图像可见度,并比较通用滤镜和定制滤镜的增强效果。次要目的是研究年龄和黄斑病变对超阈值对比度匹配的影响,并研究图片图像的空间频率特性。在年龄匹配的对照组和黄斑病患者中表现出对比恒定性。发现单脸的平均幅度明显低于其他图像组。发现八个滤镜可有效改善感知可见度;对比度增强,Peli的自适应增强,DoG卷积,高通/不清晰掩蔽,Sobel边缘增强,基于3.6%和27.9%对比度匹配的带通以及等强调带通滤波器。特别地,发现这些过滤器对于黄斑病类型和图像类别的一种或多种组合是有效的。最常用的滤镜是通用滤镜,对比度增强和Peli的自适应增强。每个对象的两个最高评分滤镜可显着减少面部表情错误和一般场景图像中细节识别错误的数量。视觉系统进行调整以补偿因衰老和黄斑病变引起的CS损失。单面在空间频率特性方面是独特的。一些通用的和定制设计的滤镜可以有效地增强图像的可见性。定制过滤器并不优于通用过滤器。可见度增强可以定量评估。方法。为了开发有效的定制过滤器,针对两个年龄段具有正常视力的受试者(14个年龄在20至50岁之间,而15个年龄在51岁以上的年龄段)和三组患有黄斑病变的人(13,以上阈值匹配和对比度阈值)使用萎缩性ARMD的患者,使用渗出性ARMD的患者14例,使用JMD的患者8例)。测量每个空间频率处的振幅谱以及振幅与空间频率的斜率,以研究单脸和一般场景图像的空间频率特性。为了调查对滤镜的偏好,将7个通用滤镜和4个定制设计的滤镜应用于单张面孔和一般场景。通用滤波器是高通/不清晰的蒙版,对比度增强,Sobel边缘增强,DoG卷积,DoG FFT,Peli的自适应增强以及具有同等空间频率的带通滤波器。定制滤波器是基于对比度灵敏度(CS)损失,3.6%和27.9%的对比度匹配以及CS曲线峰值的强调的带通滤波器。有黄斑病变的受试者需要对每个图像的可见性进行评估,无论是否进行过滤。 9名患有黄斑病变的受试者参加了量化评估的增强过程,在此过程中测试了有无过滤条件下对面部表情和细节的识别。

著录项

  • 作者

    Mei, Ming.;

  • 作者单位

    University of Waterloo (Canada).;

  • 授予单位 University of Waterloo (Canada).;
  • 学科 Health Sciences Ophthalmology.;Engineering Biomedical.
  • 学位 Ph.D.
  • 年度 2007
  • 页码 264 p.
  • 总页数 264
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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