Evaluating self-supervised speech representations for speech emotion recognition
Self-supervised learning has recently been implemented widely in speech processing
areas, replacing conventional acoustic feature extraction to extract meaningful information …
areas, replacing conventional acoustic feature extraction to extract meaningful information …
Evaluating Variants of wav2vec 2.0 on Affective Vocal Burst Tasks
The search for emotional biomarkers within the human voice is a challenging research area.
Previous studies focused on predicting affective state from speech; this study explores …
Previous studies focused on predicting affective state from speech; this study explores …
Multilingual, Cross-lingual, and Monolingual Speech Emotion Recognition on EmoFilm Dataset
Research on speech emotion recognition has been actively conducted; most are in
monolingual settings. Considering that emotion expressed in speech is universal, it is …
monolingual settings. Considering that emotion expressed in speech is universal, it is …
[PDF][PDF] Automated multiple sclerosis screening based on encoded speech representations
JV Egas-López, V Svindt, J Bóna… - … of Interspeech, Dublin …, 2023 - isca-archive.org
Multiple Sclerosis (MS) is a chronic disease affecting over 2.5 million people worldwide. Its
early detection is crucial for the management and treatment of the disease. Here we present …
early detection is crucial for the management and treatment of the disease. Here we present …
Metadata-Enhanced Speech Emotion Recognition: Augmented Residual Integration and Co-Attention in Two-Stage Fine-Tuning
Z Wan, Z Qiu, Y Liu, WQ Zhang - arxiv preprint arxiv:2412.20707, 2024 - arxiv.org
Speech Emotion Recognition (SER) involves analyzing vocal expressions to determine the
emotional state of speakers, where the comprehensive and thorough utilization of audio …
emotional state of speakers, where the comprehensive and thorough utilization of audio …
Two-Stage Multi-lingual Speech Emotion Recognition for Multi-lingual Emotional Speech Synthesis
X Huang, Z Zeng, C Sun, J Yang - … Conference on Security and Privacy in …, 2023 - Springer
In multi-lingual emotional speech synthesis, it is difficult to incorporate suitable emotional
expressions in the synthesis process due to the differences between the emotional …
expressions in the synthesis process due to the differences between the emotional …