A literature review of pneumonia detection algorithms based on deep learning and chest X-ray imaging
DOI:
https://doi.org/10.61173/wpf17b07Keywords:
Deep Learning, Pneumonia detection, Vision Transformer, literature reviewAbstract
Pneumonia is a serious disease that poses a threat to people’s health of all ages. It could happen when people are infected by viruses, fungi, bacteria etc. Typically, Chest X-rays are the first and foremost imaging approach to implement pneumonia detection. This paper introduces the latest research achievements to help those who are new in this field to have basic intuition about AI in pneumonia detection., including Vision Transformers on chest X-ray, a novel model based on RetinaNet, CP_DeepNet, and a novel Efficient NetV2L model. The last part gives some suggestions about the future study of pneumonia detection using Deep learning.
References
[1] American Thoracic Society. (2019). Top 20 Pneumonia Facts. https://www.thoracic.org/patients/patient-resources/resources/ top-pneumonia-facts.pdf
[2] Goyal, S., Singh, R. Detection and classification of lung diseases for pneumonia and Covid-19 using machine and deep learning techniques. J Ambient Intell Human Comput 14, 3239– 3259 (2023). https://doi.org/10.1007/s12652-021-03464-7
[3] Li Xin, Chen Fan, Hao Haijiang, et al. Research review of deep learning in pneumonia detection [J]. Journal of Guilin University of Technology, 2020, 40(4).
[4] Singh, S., Kumar, M., Kumar, A. et al. Efficient pneumonia detection using Vision Transformers on chest X-rays. Sci Rep 14, 2487 (2024). https://doi.org/10.1038/s41598-024-52703-2
[5] Gabruseva T, Poplavskiy D, Kalinin A. Deep learning for automatic pneumonia detection[C]//Proceedings of the IEEE/ CVF conference on computer vision and pattern recognition workshops. 2020: 350-351.
[6] Mehmood M H, Hassan F, Rahman A U, et al. CP_DeepNet: a novel automated system for COVID-19 and pneumonia detection through lung X-rays[J]. Multimedia Tools and Applications, 2024: 1-18.
[7] Ali M, Shahroz M, Akram U, et al. Pneumonia Detection Using Chest Radiographs With Novel EfficientNetV2L Model[J]. IEEE Access, 2024.
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