3 papers
eess.SP2026
Leakage-Audited Benchmarking Reveals Limited Evidence for Cross-Subject Auditory-Evoked EEG Vowel Perception Decoding
Xiaoyang Li, Zeyan Tao
We tested whether auditory-evoked EEG supports subject-independent five-vowel perception decoding when trial identity, model identity, prediction provenance, and participant-level…
eess.IV2025
Beyond Single-Channel: Multichannel Signal Imaging for PPG-to-ECG Reconstruction with Vision Transformers
Xiaoyan Li, Shixin Xu, Faisal Habib +2
Reconstructing ECG from PPG is a promising yet challenging task. While recent advancements in generative models have significantly improved ECG reconstruction, accurately capturing…
eess.SP2025
CLEP-GAN: An Innovative Approach to Subject-Independent ECG Reconstruction from PPG Signals
Xiaoyan Li, Shixin Xu, Faisal Habib +3
This study addresses the challenge of reconstructing unseen ECG signals from PPG signals, a critical task for non-invasive cardiac monitoring. While numerous public ECG-PPG dataset…