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Classification of cotton leaf spot diseases using image processing edge detection techniques

机译:利用图像处理边缘检测技术对棉叶斑病进行分类

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This Proposed Work exposes, a advance computing technology that has been developed to help the farmer to take superior decision about many aspects of crop development process. Suitable evaluation and diagnosis of crop disease in the field is very critical for the increased production. Foliar is the major important fungal disease of cotton and occurs in all growing Indian regions. In this work we express new technological strategies using mobile captured symptoms of cotton leaf spot images and categorize the diseases using HPCCDD Proposed Algorithm. The classifier is being trained to achieve intelligent farming, including early Identification of diseases in the groves, selective fungicide application, etc. This proposed work is based on Image RGB feature ranging techniques used to identify the diseases (using Ranging values) in which, the captured images are processed for enhancement first. Then color image segmentation is carried out to get target regions (disease spots). Next Homogenize techniques like Sobel and Canny filter are used to Identify the edges, these extracted edge features are used in classification to identify the disease spots. Finally, pest recommendation is given to the farmers to ensure their crop and reduce the yeildloss.
机译:这项拟议工作公开了一种先进的计算技术,该技术已经开发出来,可以帮助农民在作物生长过程的许多方面做出更好的决策。在田间对作物病害进行适当的评估和诊断对于提高产量至关重要。叶面病是棉花的主要重要真菌病,在印度所有生长中地区都存在。在这项工作中,我们使用棉花叶斑图像的移动捕获症状来表达新的技术策略,并使用HPCCDD建议算法对疾病进行分类。正在对分类器进行培训,以实现智能化耕作,包括及早识别树林中的疾病,选择性杀真菌剂的应用等。这项拟议的工作基于Image RGB特征测距技术,用于识别疾病(使用测距值),其中首先处理捕获的图像以进行增强。然后进行彩色图像分割以获得目标区域(疾病斑点)。接下来,使用Sobel和Canny过滤器等均化技术来识别边缘,将这些提取的边缘特征用于分类以识别病斑。最后,向农户推荐害虫,以确保其收成并减少产量。

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