Early identification of abnormal pulmonary infectious diseases using unsupervised anomaly detection

This work offers a robust solution for the early identification of both known and emerging APIDs. The developed LRAE showed remarkable performance in detecting abnormal PICT image sequences.

Authors

Zhenlei Lyu (ORCID: https://orcid.org/0009-0001-3487-3745)
Yanan Zhu (ORCID: https://orcid.org/0000-0003-1025-7929)
Yinwei Zhan (ORCID: https://orcid.org/0000-0003-2899-9090)
Yuefu Zhan (ORCID: https://orcid.org/0000-0002-9093-0599)
Rong Liu (ORCID: https://orcid.org/0000-0001-6123-9152)
Y. N. Gao

Institutions

Guangdong University of Technology (CN)
Longgang Central Hospital (CN)
Shenzhen Third People’s Hospital (CN)
Hainan Medical University (CN)

Publication Details

Journal: Quantitative Imaging in Medicine and Surgery
Published: 2025-11-21
DOI: https://doi.org/10.21037/qims-2025-1285
Primary Topic: COVID-19 diagnosis using AI
Type: article
Field-Weighted Citation Impact: 0.00

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article

Early identification of abnormal pulmonary infectious diseases using unsupervised anomaly detection

Zhenlei Lyu, Yanan Zhu, Yinwei Zhan, Yuefu Zhan et al.

Nov 21, 2025

Quantitative Imaging in Medicine and Surgery

COVID-19 diagnosis using AI

article

Early identification of abnormal pulmonary infectious diseases using unsupervised anomaly detection

Zhenlei Lyu, Yanan Zhu, Yinwei Zhan, Yuefu Zhan, Rong Liu, Y. N. Gao

November 21, 2025article en

Abstract

This work offers a robust solution for the early identification of both known and emerging APIDs. The developed LRAE showed remarkable performance in detecting abnormal PICT image sequences.

Quantitative Imaging in Medicine and SurgeryVol. 15(12)

Guangdong University of Technology (CN), Longgang Central Hospital (CN), Shenzhen Third People’s Hospital (CN), Hainan Medical University (CN)

Openalex Percentile: Top 50%

COVID-19 diagnosis using AI

DOI Open Access PDF OpenAlex

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Early identification of abnormal pulmonary infectious diseases using unsupervised anomaly detection — Zhenlei Lyu, Yanan Zhu, et al. · Quantitative Imaging in Medicine and Surgery (2025) | TGRS Research Map | TGRS