10 papers · 1 filter
Enhancing Multimodal Emotion Recognition through Multi-Granularity Cross-Modal Alignment
Xuechen Wang, Shiwan Zhao, Haoqin Sun +3
Multimodal emotion recognition (MER), leveraging speech and text, has emerged as a pivotal domain within human-computer interaction, demanding sophisticated methods for effective m…
PB-LRDWWS System for the SLT 2024 Low-Resource Dysarthria Wake-Up Word Spotting Challenge
Shiyao Wang, Jiaming Zhou, Shiwan Zhao +1
For the SLT 2024 Low-Resource Dysarthria Wake-Up Word Spotting (LRDWWS) Challenge, we introduce the PB-LRDWWS system. This system combines a dysarthric speech content feature extra…
CIF-T: A Novel CIF-based Transducer Architecture for Automatic Speech Recognition
Tian-Hao Zhang, Dinghao Zhou, Guiping Zhong +2
RNN-T models are widely used in ASR, which rely on the RNN-T loss to achieve length alignment between input audio and target sequence. However, the implementation complexity and th…
Findings of the 2024 Mandarin Stuttering Event Detection and Automatic Speech Recognition Challenge
Hongfei Xue, Rong Gong, Mingchen Shao +10
The StutteringSpeech Challenge focuses on advancing speech technologies for people who stutter, specifically targeting Stuttering Event Detection (SED) and Automatic Speech Recogni…
Uncertainty-Aware Mean Opinion Score Prediction
Hui Wang, Shiwan Zhao, Jiaming Zhou +4
Mean Opinion Score (MOS) prediction has made significant progress in specific domains. However, the unstable performance of MOS prediction models across diverse samples presents on…
Iterative Prototype Refinement for Ambiguous Speech Emotion Recognition
Haoqin Sun, Shiwan Zhao, Xiangyu Kong +4
Recognizing emotions from speech is a daunting task due to the subtlety and ambiguity of expressions. Traditional speech emotion recognition (SER) systems, which typically rely on…