INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
Crop diseases pose significant threats to agricultural productivity and food security worldwide. This project proposes a novel approach, " DeepCropGuard " which integrates Convolutional Neural Networks (CNN) and Gradient Descent Optimization for predicting crop diseases. The CNN model is trained on a comprehensive dataset of crop images annotated with disease labels to learn discriminative features indicative of various diseases. Gradient Descent Optimization techniques are employed to fine-tune model parameters, enhancing predictive accuracy and generalization. Through extensive experimentation and validation, the effectiveness of the proposed approach is demonstrated in accurately identifying crop diseases, thereby enabling timely intervention and mitigation strategies. The implementation of DeepCropGuard holds promise for revolutionizing crop disease management, empowering farmers with early detection and decision support tools to safeguard agricultural yields and enhance global food security.
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"Crop Disease Prediction ", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 4, page no.b120-b127, April-2024, Available :http://www.ijnrd.org/papers/IJNRD2404117.pdf
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2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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