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Differential Entropy in Wavelet Sub-Band for Assessment of Glaucoma

机译:小波子带的微分熵评估青光眼

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摘要

Glaucoma is an eye disease that causes progressive optic neuropathy and vision loss due to degeneration of the optic nerves. Cup to disc ratio (CDR) is the standard measure for evaluation of glaucoma. It is difficult to estimate the value of CDR if the boundaries of cup and disc are not well defined. In this work, we propose a novel method based on differential entropy (DE) for evaluation of glaucoma. DE can be used as a measure of glaucoma as it is proportional to the probability of number of glaucoma pixels in wavelet sub-bands. It has been shown that DE or negentropy value of 0.25 as an optimum threshold for glaucoma detection. This method is evaluated and its performance is compared with three existing methods using 54 retinal images. The proposed method shows the best result with an accuracy value of 92.59%.
机译:青光眼是一种眼睛疾病,由于视神经的退化而引起进行性视神经病变和视力丧失。杯盘比(CDR)是评估青光眼的标准方法。如果杯和盘的边界没有很好地定义,则很难估计CDR的值。在这项工作中,我们提出了一种基于微分熵(DE)的青光眼评估新方法。 DE可以用作青光眼的量度,因为它与小波子带中青光眼像素数量的概率成正比。已经表明,DE或负熵值为0.25是青光眼检测的最佳阈值。对该方法进行了评估,并将其性能与使用54个视网膜图像的三种现有方法进行了比较。所提出的方法以92.59%的准确度显示了最佳结果。

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