DETECTION OF LUMPY DISEASE IN COWS

Registration ID: IJNRD_219412

Published ID: IJNRD2404754

DOI: Click Here to Get

K.Rohit Kumar , K.Vamsi , L.Ganesh , V.Rajesh , D.Pravalika,S.HYMA,P.PRASAD

Convolution neural networks,radom forest alogorithm,Resnet model .

Lumpy Skin Disease (LSD) poses a significant threat to cattle populations worldwide, leading to substantial economic losses and impacting food security. Early detection and prompt intervention are crucial for controlling the spread of LSD. In this study, we propose a novel approach for the automated detection of LSD in cattle using machine learning techniques. The proposed system utilizes advanced image processing algorithms to analyze highresolution images of cattle skin lesions. Initially, the images are preprocessed to enhance features relevant to LSD detection, such as texture, color, and shape characteristics. Subsequently, a machine learning model, trained on a comprehensive dataset of labeled images, is employed for classification purposes. Several state-of-the-art machine learning algorithms, including convolutional neural networks (CNNs) and support vector machines (SVMs), are evaluated for their efficacy in discriminating between healthy and LSD-affected cattle. The performance of these algorithms is assessed based on metrics such as accuracy, sensitivity, specificity, and area under the receiver operating characteristic curve (AUC-ROC).

Published Paper   E-Certificate

K.Rohit Kumar, K.Vamsi, L.Ganesh, V.Rajesh, & D.Pravalika,S.HYMA,P.PRASAD (April-2024). DETECTION OF LUMPY DISEASE IN COWS. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), h480-h486. https://ijnrd.org/papers/IJNRD2404754.pdf

Volume 9 Issue 4, April-2024

Pages : h480-h486

Paper Reg. ID: IJNRD_219412

Published Paper Id: IJNRD2404754

Downloads: 000121982

Research Area: Computer Science & Technology 

Country: Visakhapatnam, Andhra Pradesh, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404754.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404754

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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