Viral Pneumonia screening on chest X-rays using confidence-aware anomaly detection

• Main Authors: ZHANG, Jianpeng, XIE, Yutong, PANG, Guansong, LIAO, Zhibin, VERJANS, Johan, LI, Wenxing, SUN, Zongji, HE, Jian, LI, Yi, SHEN, Chunhua, XIA, Yong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Viral pneumonia screening; deep anomaly detection; confidence prediction; chest X-ray; Artificial Intelligence and Robotics; Health Information Technology
• Online Access: https://ink.library.smu.edu.sg/sis_research/7019; https://ink.library.smu.edu.sg/context/sis_research/article/8022/viewcontent/2003.12338.pdf
• Institution: Singapore Management University

Clusters of viral pneumonia occurrences over a short period may be a harbinger of an outbreak or pandemic. Rapid and accurate detection of viral pneumonia using chest X-rays can be of significant value for large-scale screening and epidemic prevention, particularly when other more sophisticated imag...