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A Pre Processing Approach for Accurate Identification of Plant Diseases in leaves

机译:一种准确识别叶片中植物病害的预处理方法

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Detection of diseases in plant leaves is very crucial in agriculture. If the diseases in leaves are not identified at the initial stage it may affect the productivity. Pre processing the images is an important step in any image processing applications. Several algorithms are used to detect the diseases in plant leaves. But, when these algorithms are used for the noisy images or images taken under poor light conditions, they do not tend to generate expected result. Pre processing of these images becomes necessary because of noise, difference in illumination, camera orientation. Pre processing of images assists the further processing steps. In the proposed method the image is initially sharpened, and then Median filter is applied for denoising. The image is then segmented using k-means clustering. Combining these methods, better quality image was obtained.
机译:在农业中,检测植物叶片中的病害至关重要。如果在初期没有发现叶子上的病害,则可能会影响生产率。在任何图像处理应用程序中,对图像进行预处理都是重要的一步。几种算法用于检测植物叶片中的病害。但是,当这些算法用于嘈杂的图像或在光线不足的情况下拍摄的图像时,它们往往不会产生预期的结果。由于噪声,照明差异,相机方向,需要对这些图像进行预处理。图像的预处理有助于进一步的处理步骤。在所提出的方法中,图像首先被锐化,然后应用中值滤波器进行去噪。然后使用k均值聚类对图像进行分割。结合这些方法,可以获得更好的图像质量。

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