Machine Learning Based Detection of Lung Diseases using Medical Images
Udaykumar Bafana
, Gokul Khatale , Sanket Derle , K. T. Ugale
Machine Learning, Lung Diseases, Medical Imaging, Radiology, Image Processing, Classification, Diagnosis, Feature Extraction, Healthcare, Automation
This research introduces an innovative method for detecting lung diseases through the application of machine learning to medical imaging. Given the global rise in lung disease cases, prompt and precise diagnosis is essential for effective treatment. Traditional diagnostic approaches often depend on manual analysis of radiological images, which can be both time-consuming and subjective. Our study proposes a machine learning framework to automate the detection process, thereby improving diagnostic accuracy and efficiency. The methodology includes image preprocessing, feature extraction, and classification using advanced machine learning algorithms. We assess the effectiveness of our approach on a comprehensive dataset of various lung diseases, showing promising results in sensitivity, specificity, and overall accuracy. This proposed system has the potential to significantly enhance early detection and management of lung diseases, leading to better patient outcomes and reduced healthcare costs.
"Machine Learning Based Detection of Lung Diseases using Medical Images", IJSDR - International Journal of Scientific Development and Research (www.IJSDR.org), ISSN:2455-2631, Vol.9, Issue 5, page no.1341 - 1344, May-2024, Available :https://ijsdr.org/papers/IJSDR2405179.pdf
Volume 9
Issue 5,
May-2024
Pages : 1341 - 1344
Paper Reg. ID: IJSDR_211535
Published Paper Id: IJSDR2405179
Downloads: 000347315
Research Area: Engineering
Country: Nashik, Maharashtra, India
ISSN: 2455-2631 | IMPACT FACTOR: 9.15 Calculated By Google Scholar | ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 9.15 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: IJSDR(IJ Publication) Janvi Wave