ISSN 2394-5125
 

Research Article 


PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING

Venkatsai Goud Dommati, Sravani Nalluri, Gopu Srilekha, D. Sai Soumya, Dr. S. Nagini.

Abstract
Consistently, almost 2,200 youngsters who are younger than five, pass on from pneumonia, a treatable and generally
preventable illness. Among children below the age of two, most deaths occurred. India alone is responsible for 1.27 lakh
pneumonia deaths [1]. Unless global progress on pneumonia prevention, leading authorities predict that 9 million
children will be dead in a decade. Solid worldwide duty and expanded speculations are basic to the battle against this
infection. Just through practical defensive, safeguard and treatment intercessions would we have the option to genuinely
spare a large number of lives. All around, the malady represents 8 lakh passing’s, one kid at regular intervals and only
five nations are answerable for the greater part of kid pneumonia passing’s. Predicting the results by analyzing X-rays by
naked eye is a routine methodology followed by doctors and radiologists. The only way in which we can actually save
millions of lives is by cost-effective prevention and care approaches near where children are will powered [2]. But it has
always been fascinating and interesting to automate the analysis process using software’s. Machine learning and deep
learning techniques makes this process more reliable as well as easier by training the system and giving desirable outputs
[3]. This article suggests a novel approach for predicting the pneumonia clouds in the X-rays. Native algorithms have
suggested a way to crop, resize and clear the images by preprocessing it and then develop a convolution layer using
dense networks. Finally, integrating it with a classifier has provided exceptionally precise outputs. Using a pretrained
deep learning model through transfer learning has helped in decreasing the load on system. We have compared the
accuracy and losses making it easier to analyze the result data.

Key words: Convolution, Deep learning, Machine learning, Pneumonia, Transfer learning, X-rays.


 
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How to Cite this Article
Pubmed Style

Dommati VG, Nalluri S, Srilekha G, Soumya DS, Nagini DS. PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. JCR. 2020; 7(3): 1012-1017. doi:10.31838/jcr.07.03.170


Web Style

Dommati VG, Nalluri S, Srilekha G, Soumya DS, Nagini DS. PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. http://www.jcreview.com/?mno=99498 [Access: May 30, 2021]. doi:10.31838/jcr.07.03.170


AMA (American Medical Association) Style

Dommati VG, Nalluri S, Srilekha G, Soumya DS, Nagini DS. PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. JCR. 2020; 7(3): 1012-1017. doi:10.31838/jcr.07.03.170



Vancouver/ICMJE Style

Dommati VG, Nalluri S, Srilekha G, Soumya DS, Nagini DS. PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. JCR. (2020), [cited May 30, 2021]; 7(3): 1012-1017. doi:10.31838/jcr.07.03.170



Harvard Style

Dommati, V. G., Nalluri, . S., Srilekha, . G., Soumya, . D. S. & Nagini, . D. S. (2020) PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. JCR, 7 (3), 1012-1017. doi:10.31838/jcr.07.03.170



Turabian Style

Dommati, Venkatsai Goud, Sravani Nalluri, Gopu Srilekha, D. Sai Soumya, and Dr. S. Nagini. 2020. PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. Journal of Critical Reviews, 7 (3), 1012-1017. doi:10.31838/jcr.07.03.170



Chicago Style

Dommati, Venkatsai Goud, Sravani Nalluri, Gopu Srilekha, D. Sai Soumya, and Dr. S. Nagini. "PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING." Journal of Critical Reviews 7 (2020), 1012-1017. doi:10.31838/jcr.07.03.170



MLA (The Modern Language Association) Style

Dommati, Venkatsai Goud, Sravani Nalluri, Gopu Srilekha, D. Sai Soumya, and Dr. S. Nagini. "PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING." Journal of Critical Reviews 7.3 (2020), 1012-1017. Print. doi:10.31838/jcr.07.03.170



APA (American Psychological Association) Style

Dommati, V. G., Nalluri, . S., Srilekha, . G., Soumya, . D. S. & Nagini, . D. S. (2020) PNEUMONIA DETECTION AT EARLY STAGES THROUGH CHEST XRAYS USING DEEP LEARNING. Journal of Critical Reviews, 7 (3), 1012-1017. doi:10.31838/jcr.07.03.170