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Study on the Automatic Instrumental Reading System Based on Image Processing

机译:基于图像处理的仪器仪表自动阅读系统研究

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A new solution to the automatic reading of the traditional ocular optical instruments is proposed in this paper. A CMOS image sensor is used as the image capturing device and a series of image pre-processing algorithms are adopted to locate the reticles and digit characters in the ocular lens view images. A two-layer character recognition model which combines the template matching method and an optimized concurrent neural network is established. The method based on multiple complementary extraction is used to generate eigenvectors of the network. In order to improve the fault-tolerance capacity, rotation invariant features based on Tchebichef moments are extracted from digit characters and a four-dimensional group of the outline features is also obtained. The experimental result shows in applying the newly developed algorithm, the system has high recognition ratio and acceptable reading precision. In addition, the method has good universality and flexibility, which can be widely applied for the upgrading of various traditional optical instruments.
机译:本文提出了一种自动读取传统目镜光学仪器的新方法。使用CMOS图像传感器作为图像捕获设备,并采用了一系列图像预处理算法来定位目镜观察图像中的标线和数字字符。建立了模板匹配方法与优化并发神经网络相结合的两层字符识别模型。基于多重互补提取的方法用于生成网络的特征向量。为了提高容错能力,从数字字符中提取基于Tchebichef矩的旋转不变特征,并获得轮廓特征的四维组。实验结果表明,采用新开发的算法,该系统具有较高的识别率和可接受的读取精度。另外,该方法具有良好的通用性和灵活性,可广泛应用于各种传统光学仪器的升级。

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