IEEE

Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning

Abstract: Class-Incremental Learning (CIL) enables models to continuously learn new classes while mitigating catastrophic forgetting. Recently, Pre-Trained Models (PTMs) have greatly enhanced CIL ...
IEEE

A Lightweight and Explainable Hybrid Deep Learning Model for Wearable Sensor-Based Human ...

Abstract: Human activity recognition (HAR) is critical for rehabilitation and clinical monitoring, but robust recognition using wearable sensors (e.g., sEMG or IMU) remains challenging due to signal ...