Ya Zhou
Department of Information Center, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
ORCID iDYa Zhou has 1 paper in the ChatPPG research atlas (2026) and 5 co-authors in the atlas. Main topics: ECG, mae, masking, anomaly-detection, review.
Papers
- MMAE-ECG: multi-scale masked autoencoder for ECG anomaly detection2026 · PLoS ONE 21
MMAE-ECG is a multi-scale masked autoencoder for detecting and locating anomalies in ECG without R-peak detection or heartbeat segmentation. It combines multi-scale masking with multi-scale attention so that a lightweight Transformer encoder captures both global and local patterns. It reached state-of-the-art anomaly detection and localization while using about 1/78 of the inference FLOPs and 1/18 of the trainable parameters of the previous leading method.
- Published: PLoS ONE 21(3):e0343571, 2026
- Signals: ECG
- Architecture: lightweight Transformer, multi-scale masked autoencoder