Pneumonia is inflammation (swelling) of tissue in one or both lungs. It is a condition which primarily affects the air sacs of lungs called as alveoli. It is usually caused by infection with viruses or bacteria and less commonly other microorganisms, certain drugs. As per UNICEF study in 2010, there were about 3.97 lakhs under 5 children died of pneumonia in India.
This Project consist of an Ios App integrated with a multi class - classification model which enabels it to detect variance of Pneumonia from the Lungs Xrays.
Language Used : Swift & Python , Developing Tools : Jupyter notebook & Xcode
Poster
Research papers we surveyed
1 . 2017 : (Standford Universtiy): CheXNET : Pneumonia Detection on Chest X-rays with Deep Learning
Link : https://arxiv.org/pdf/1711.05225.pdf
2 . 2019 :Diagnosis of Pneumonia from Chest X-Ray Images Using Deep Learning(IEEE)
Link : https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8741582
3 . 2019: Automatic Detection of Pneumonia on Compressed Sensing Images using Deep Learning
Link :https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8861969
4 . 2020 : Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms
Link :https://arxiv.org/pdf/2004.00038.pdf
5.2020:(Diagnostics) Efficient Pneumonia Detection in Chest Xray Images Using Deep Transfer Learning
Link : https://www.mdpi.com/2075-4418/10/6/417
6 : 2020:(Applied Sciences) : A Novel Transfer Learning Based Approach for Pneumonia Detection in Chest X-ray Images
Link : https://www.mdpi.com/2076-3417/10/2/559
7: 2018:(association for computing machinery) : Classification of Bacterial and Viral Childhood Pneumonia Using Deep Learning in Chest Radiography
8: 2020: (University of Melbourne) : A Deep Transfer Learning Framework for Pneumonia Detection from Chest X-ray Images
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent