SiamQuality: A ConvNet-Based Foundation Model for Imperfect Physiological Signals

Summary

SiamQuality addresses a critical gap in PPG foundation models: signal quality degradation. Real-world wrist PPG is frequently corrupted by motion artifacts, poor contact, and low perfusion. Most prior FMs pretrain on clean clinical PPG, creating a distribution mismatch when deployed on wearables.