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Zhi-Yuan Li

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Conference Open access 2026

A Chest X-ray Pneumonia Recognition Model Based on Quality Perception

. Variations in chest X-ray quality commonly lead to model performance degradation in clinical settings. To address this problem, this paper introduces the Quality-Aware Pneumonia Recognition (QAPN) model. Built on a ConvNeXt backbone, QAPN incorporates a lightweight quality-assessment branch to characterize image degr...

Zhi-Yuan Li · 0 citations

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