Yuyang Miao — accepted AI-conference papers

2025

RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals

Yuyang Miao, Zehua Chen, Chang Li, Danilo P. Mandic

ICASSP 2025accepted

Respiratory rate (RR) is a critical health indicator often monitored under inconvenient scenarios, limiting its practicality for continuous monitoring. Photoplethysmography (PPG) sensors, increasingly integrated into wearable devices, offer a chance to continuously estimate RR in a portable manner.…

Cited by 0 Source ↗Scholar ↗

2024

Segmented Error Minimisation (Semi) for Robust Training of Deep Learning Models with Non-Linear Shifts in Reference Data

Harry J. Davies, Yuyang Miao, Amir Nassibi, Morteza Khaleghimeybodi, Danilo P. Mandic

ICASSP 2024accepted

Time series regression models are typically trained using the mean squared error (MSE) and thus rely critically on time-aligned reference data. However, the MSE loss is often inadequate when processing real-world data, such as physiological signals, as misalignment between two signals can cause a la…

Cited by 0 Source ↗Scholar ↗