基于混合方法的视网膜视盘检测

A. Muntasa, M. Siradjuddin
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引用次数: 4

摘要

提出了一种基于视盘(OD)检测的混合方法。本研究主要包括三个步骤。首先,用同态滤波和中值滤波去除血管。其次,采用canny算子进行边缘检测。第三,利用霍夫变换进行OD检测。由于客观对象为圆形曲线,即视盘区域,因此采用霍夫变换。因此,我们可以利用霍夫变换与圆方程求出形状。在本研究中,霍夫变换生成的圆与视网膜图像的边缘像素进行匹配。最接近的匹配(由累加器的最大值表示)意味着检测到视盘。实验表明,当生成的圆之间的距离值为3时,精度最高。平均灵敏度、特异度和平衡准确度分别为64.6182575%、98.58545%和81.6018%。
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HYBRID METHOD BASED RETINAL OPTIC DISC DETECTION
We propose a hybrid method based for the Optic Disc (OD) detection in the retinal image. This research consists of three main steps. First, blood vessel removal with homomorphic and median filtering. Second, edge detection using canny operator. Third, OD detection using the Hough transform. The Hough transform is used since the objective object is the curve with circle shape, i.e. optic disc region. Therefore, we can find the shape by using the Hough transform with the circle equation. In this research, the generated circles from Hough transform are matched with the edge pixels of the retinal image. The closest match (showed by the maximum value of accumulator) means that the optic disc is detected. The experiments show that the best accuracy is achieved when the distance value between the generated circles is 3. The average sensitivity, specificity, and balanced accuracy are 64.6182575%, 98.58545%, and 81.6018%, respectively.
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