糖尿病视网膜病变的神经网络分类

H.T. Nguyen, M. Butler, A. Roychoudhry, A. Shannon, J. Flack, P. Mitchell
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引用次数: 31

摘要

糖尿病视网膜病变(DR)严重程度的分类和糖尿病变化的量化对于评估这种常见的糖尿病并发症的治疗和危险因素至关重要。一种多层前馈网络已被开发用于DR的分类,其主要优点之一是不需要准确的特征提取和DR病变的准确分级。该技术的另一个优点是它的鲁棒性,因为网络也可以在噪声环境中有效地对DR进行分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Classification of diabetic retinopathy using neural networks
Classification of the severity of diabetic retinopathy (DR) and quantification of diabetic changes are vital for assessing the therapies and risk factors for this frequent complication of diabetes. A multilayer feedforward network has been developed for the classification of DR. One of its major strengths is that accurate feature extractions and accurate grading of DR lesions are not required. Another strength of this technique is its robustness as the network can also classify DR effectively in noisy environments.
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