3 papers
eess.AS2024
Multi-Scale Temporal Transformer For Speech Emotion Recognition
Zhipeng Li, Xiaofen Xing, Yuanbo Fang +3
Speech emotion recognition plays a crucial role in human-machine interaction systems. Recently various optimized Transformers have been successfully applied to speech emotion recog…
cs.CV2024
Compact Model Training by Low-Rank Projection with Energy Transfer
Kailing Guo, Zhenquan Lin, Canyang Chen +3
Low-rankness plays an important role in traditional machine learning, but is not so popular in deep learning. Most previous low-rank network compression methods compress networks b…
cs.SD2024
Vesper: A Compact and Effective Pretrained Model for Speech Emotion Recognition
Weidong Chen, Xiaofen Xing, Peihao Chen +1
This paper presents a paradigm that adapts general large-scale pretrained models (PTMs) to speech emotion recognition task. Although PTMs shed new light on artificial general intel…