Prediction of Guava Plant Diseases Using Deep Learning
Plant pathology is a field which deals with the analysis, diagnosis and treatment of diseases in plants. These days agriculture is the main source of income in the Indian economy as well as important for livelihood. Identification of diseases in plants an
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Abstract Plant pathology is a field which deals with the analysis, diagnosis and treatment of diseases in plants. These days agriculture is the main source of income in the Indian economy as well as important for livelihood. Identification of diseases in plants and crops are quite difficult unless someone have great knowledge and experience. Diseases in plants might cause severe damage to whole crop that leads to loss of income for farmers and results in descend of revenue for agriculture in Indian economy, if not identified and controlled forefront. Early prediction can help this situation. This documentation represents the prediction of plant diseases using images of the leaves that are given as input by the user and predicts the type of disease. In background we have used convolution neural network algorithm followed by image classification and deep learning techniques. The accuracy is obtained with the help of confusion matrix. The algorithm is implemented using Python language which uses Flask as the micro web framework for graphical user interface (GUI). User gives the input image and the predicted disease is printed.
B. Srinivas (&) P. Satheesh P. Rama Santosh Naidu Department of Computer Science and Engineering, MVGR College of Engineering, Chintalavalasa, India e-mail: [email protected] P. Satheesh e-mail: [email protected] P. Rama Santosh Naidu e-mail: [email protected] U. Neelima IBCB, Visakhapatnam, India e-mail: [email protected] © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2021 A. Kumar and S. Mozar (eds.), ICCCE 2020, Lecture Notes in Electrical Engineering 698, https://doi.org/10.1007/978-981-15-7961-5_135
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1 Introduction In India, agriculture is the main source of income in the Indian economy. It accounts to 18% of India’s Gross Domestic Product (GDP). There are many lives intertwined with this profession. This is generally practical in villages and most of their lives are dependent on farming. A large part of India’s employment is contributed through agriculture. The major crops that are grown in India are rice, wheat, corn, millets. Guava is a common tropical fruit that are generally found throughout the year (except May and June) in India. Guava is considered to have immense medicinal values and various health benefits. It is known mostly for its anti-oxidant properties. It is one of the richest sources of dietary fibre. Guavas are known to be originates in Mexico or Central America. The most frequently eaten species in India is “Apple Guava”. A guava contains more citrus properties than other vitamin C fruits. It has many health benifits such as- it helps in regulating metabolism which leads to weight loss. It nourishes the skin and promotes fertility. It prevents the growth of cancer cells. It prevents the development of diabetes.
2 Literature Review Amigud, Yevgen, et al., (2002) collectively did this Surveying the nature of web-empowered labs in undergraduate training. The utili
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