activity
20222026
most citedTRNet: Two-level Refinement Network leveraging Speech Enhancement for Noise Robust Speech Emotion Recognition

8 citations · 11 across the 8 of their papers we have counts for

collaborators

8 papers

cs.SD2026

BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement

Zhe Ye, Xiangui Kang, Jiayi He +5

As deepfake audio becomes more realistic and diverse, developing generalizable countermeasure systems has become crucial. Existing detection methods primarily depend on XLS-R front…

cs.CL2025

HI-TransPA: Hearing Impairments Translation Personal Assistant

Zhiming Ma, Shiyu Gan, Junhao Zhao +10

Hearing-impaired individuals often face significant barriers in daily communication due to the inherent challenges of producing clear speech. To address this, we introduce the Omni…

cs.SD2025

Speech Emotion Recognition via Entropy-Aware Score Selection

ChenYi Chua, JunKai Wong, Chengxin Chen +1

In this paper, we propose a multimodal framework for speech emotion recognition that leverages entropy-aware score selection to combine speech and textual predictions. The proposed…

cs.SD2024★ 8 cited

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),…

cs.CV2022★ 1 cited

Audio-Visual Scene Classification Using A Transfer Learning Based Joint Optimization Strategy

Chengxin Chen, Meng Wang, Pengyuan Zhang

Recently, audio-visual scene classification (AVSC) has attracted increasing attention from multidisciplinary communities. Previous studies tended to adopt a pipeline training strat…

cs.SD2022★ 2 cited

CTA-RNN: Channel and Temporal-wise Attention RNN Leveraging Pre-trained ASR Embeddings for Speech Emotion Recognition

Chengxin Chen, Pengyuan Zhang

Previous research has looked into ways to improve speech emotion recognition (SER) by utilizing both acoustic and linguistic cues of speech. However, the potential association betw…