no code implementations • 16 Mar 2024 • Jingping Nie, Hanya Shao, Yuang Fan, Qijia Shao, Haoxuan You, Matthias Preindl, Xiaofan Jiang
Despite the global mental health crisis, access to screenings, professionals, and treatments remains high.
no code implementations • 17 Dec 2023 • Vikramjit Mitra, Jingping Nie, Erdrin Azemi
Representations derived from models such as BERT (Bidirectional Encoder Representations from Transformers) and HuBERT (Hidden units BERT), have helped to achieve state-of-the-art performance in dimensional speech emotion recognition.
1 code implementation • 12 Sep 2023 • Ran Liu, Ellen L. Zippi, Hadi Pouransari, Chris Sandino, Jingping Nie, Hanlin Goh, Erdrin Azemi, Ali Moin
To achieve effective pretraining in the presence of potential distributional shifts, we propose a frequency-aware masked autoencoder ($\texttt{bio}$FAME) that learns to parameterize the representation of biosignals in the frequency space.