Extending RNN-T-based speech recognition systems with emotion and language classification

no code implementations • 28 Jul 2022 • Zvi Kons, Hagai Aronowitz, Edmilson Morais, Matheus Damasceno, Hong-Kwang Kuo, Samuel Thomas, George Saon

We propose using a recurrent neural network transducer (RNN-T)-based speech-to-text (STT) system as a common component that can be used for emotion recognition and language identification as well as for speech recognition.

Emotion Classification Emotion Recognition +3

Speech Emotion Recognition using Self-Supervised Features

no code implementations • ICASSP 2022 • Edmilson Morais, Ron Hoory, Weizhong Zhu, Itai Gat, Matheus Damasceno, Hagai Aronowitz

Self-supervised pre-trained features have consistently delivered state-of-art results in the field of natural language processing (NLP); however, their merits in the field of speech emotion recognition (SER) still need further investigation.

Speech Emotion Recognition