Detection of Osteoporosis and Osteoarthritis Using Deep Learning Algorithms

Publication typeBook Chapter
Publication date2024-12-29
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ISSN23636084, 23636092
Abstract
Osteoporosis and Osteoarthritis in the knee are disorders that commonly affect the musculoskeletal system of an individual. It is majorly prevalent in elderly people and has an impact on the quality of their lives. The late diagnosis of these diseases leads to joint dysfunction, decreased mobility, and dependency on regular activities. Therefore, in the present article of review, we discussed works that applied deep learning methods, such as convolution neural networks (CNN), support vector machines and many more such algorithms for feature extraction and classification for early, precise, and rapid disease prediction. It involves the process of acquiring scan images, preprocessing and application of deep learning algorithms to identify the presence or absence of the diseases. Finally, in order to determine the efficiencies, the model's performance is compared and the best model is recommended for real time applications.
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Ponni S., Sabarivani A., Janney J. B. Detection of Osteoporosis and Osteoarthritis Using Deep Learning Algorithms // Proceedings in Adaptation, Learning and Optimization. 2024. pp. 187-195.
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Ponni S., Sabarivani A., Janney J. B. Detection of Osteoporosis and Osteoarthritis Using Deep Learning Algorithms // Proceedings in Adaptation, Learning and Optimization. 2024. pp. 187-195.
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TY - GENERIC
DO - 10.1007/978-3-031-71391-0_15
UR - https://link.springer.com/10.1007/978-3-031-71391-0_15
TI - Detection of Osteoporosis and Osteoarthritis Using Deep Learning Algorithms
T2 - Proceedings in Adaptation, Learning and Optimization
AU - Ponni, S
AU - Sabarivani, A
AU - Janney, J Bethanney
PY - 2024
DA - 2024/12/29
PB - Springer Nature
SP - 187-195
SN - 2363-6084
SN - 2363-6092
ER -
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@incollection{2024_Ponni,
author = {S Ponni and A Sabarivani and J Bethanney Janney},
title = {Detection of Osteoporosis and Osteoarthritis Using Deep Learning Algorithms},
publisher = {Springer Nature},
year = {2024},
pages = {187--195},
month = {dec}
}