3 papers
cs.SD2024
TRNet: Two-level Refinement Network leveraging Speech Enhancement for Noise Robust Speech Emotion Recognition
Chengxin Chen, Pengyuan Zhang
One persistent challenge in Speech Emotion Recognition (SER) is the ubiquitous environmental noise, which frequently results in deteriorating SER performance in practice. In this p…
cs.CV2023
Modality-Collaborative Transformer with Hybrid Feature Reconstruction for Robust Emotion Recognition
Chengxin Chen, Pengyuan Zhang
As a vital aspect of affective computing, Multimodal Emotion Recognition has been an active research area in the multimedia community. Despite recent progress, this field still con…
cs.SD2023
DSNet: Disentangled Siamese Network with Neutral Calibration for Speech Emotion Recognition
Chengxin Chen, Pengyuan Zhang
One persistent challenge in deep learning based speech emotion recognition (SER) is the unconscious encoding of emotion-irrelevant factors (e.g., speaker or phonetic variability),…