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Title: :  DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING
PaperId: :  22757
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22757
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nagaraju. SontiVasireddy Venkatadri Institute Of Technology
Kankara VyshnaviVasireddy Venkatadri Institute Of Technology
Jessica Sanjose MadduVasireddy Venkatadri Institute Of Technology
Manduva Ramya sreeVasireddy Venkatadri Institute Of Technology
Garlapati SreishyaVasireddy Venkatadri Institute Of Technology

Abstract

Deep learning
COVID-19, Tuberculosis, Pneumonia, CNN, Deep learning, Chest X-ray, Adam optimizer
Chest X-rays are crucial in diagnosing lung disorders, and radiologists play a major role in pneumonia detection. Autonomous systems in remote areas enhance treatment accessibility. This article delves into the application of deep learning for COVID-19, pneumonia, and tuberculosis identification in chest X-rays. Harnessing CNN (Convolutional Neural Networks) using Adam optimizer, our custom model extracts features and employs a classifier. Results underscore the efficacy of our approach, particularly in illness identification. Evaluation metrics including accuracy, precision, recall, and F-1 score are presented. This research underscores the capability of the custom CNN model in deep learning for accurate chest X-ray classification, promising improved diagnostic capabilities and timely interventions in respiratory illnesses.

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IJARIIE Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. "DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 566-575
MLA Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. "DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 566-575.
APA Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, & Garlapati Sreishya. (2024). DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 566-575.
Chicago Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. "DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 566-575.
Oxford Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. 'DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 566-575. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/DETECTION_OF_TUBERCULOSIS__COVID_19__PNEUMONIA_USING_IMAGE_PROCESSING_ijariie22757.pdf (Accessed : 25 May 2025).
Harvard Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. (2024) 'DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 566-575IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/DETECTION_OF_TUBERCULOSIS__COVID_19__PNEUMONIA_USING_IMAGE_PROCESSING_ijariie22757.pdf (Accessed : 25 May 2025)
IEEE Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya, "DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 566-575, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/DETECTION_OF_TUBERCULOSIS__COVID_19__PNEUMONIA_USING_IMAGE_PROCESSING_ijariie22757.pdf [Accessed : 25 May 2025].
Turabian Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. "DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (25 May 2025).
Vancouver Nagaraju. Sonti, Kankara Vyshnavi, Jessica Sanjose Maddu, Manduva Ramya sree, and Garlapati Sreishya. DETECTION OF TUBERCULOSIS, COVID-19, PNEUMONIA USING IMAGE PROCESSING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 25 May 2025]; 10(2) : 566-575. Available from: https://ijariie.com/AdminUploadPdf/DETECTION_OF_TUBERCULOSIS__COVID_19__PNEUMONIA_USING_IMAGE_PROCESSING_ijariie22757.pdf
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