3 papers
eess.AS2026
Joint Learning using Mixture-of-Expert-Based Representation for Speech Enhancement and Robust Emotion Recognition
Jing-Tong Tzeng, Carlos Busso, Chi-Chun Lee
Speech emotion recognition (SER) plays a critical role in building emotion-aware speech systems, but its performance degrades significantly under noisy conditions. Although speech…
eess.AS2025
Lessons Learnt: Revisit Key Training Strategies for Effective Speech Emotion Recognition in the Wild
Jing-Tong Tzeng, Bo-Hao Su, Ya-Tse Wu +2
In this study, we revisit key training strategies in machine learning often overlooked in favor of deeper architectures. Specifically, we explore balancing strategies, activation f…
eess.AS2025
Improving the Robustness and Clinical Applicability of Automatic Respiratory Sound Classification Using Deep Learning-Based Audio Enhancement: Algorithm Development and Validation
Jing-Tong Tzeng, Jeng-Lin Li, Huan-Yu Chen +5
Deep learning techniques have shown promising results in the automatic classification of respiratory sounds. However, accurately distinguishing these sounds in real-world noisy con…