Aaron Nicolson — accepted AI-conference papers

2025

The Impact of Auxiliary Patient Data on Automated Chest X-Ray Report Generation and How to Incorporate It

Aaron Nicolson, Shengyao Zhuang, Jason Dowling, Bevan Koopman

ACL 2025long

This study investigates the integration of diverse patient data sources into multimodal language models for automated chest X-ray (CXR) report generation. Traditionally, CXR report generation relies solely on data from a patient’s CXR exam, overlooking valuable information from patient electronic he…

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2022

Time-Frequency Attention for Monaural Speech Enhancement

Qiquan Zhang, Qi Song, Zhaoheng Ni, Aaron Nicolson, Haizhou Li

ICASSP 2022accepted

Most studies on speech enhancement generally don’t explicitly consider the energy distribution of speech in time-frequency (T-F) representation, which is important for accurate prediction of mask or spectra. In this paper, we present a simple yet effective T-F attention (TFA) module, where a…

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