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20232026
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cs.SD2025

RA-CLAP: Relation-Augmented Emotional Speaking Style Contrastive Language-Audio Pretraining For Speech Retrieval

Haoqin Sun, Jingguang Tian, Jiaming Zhou +8

The Contrastive Language-Audio Pretraining (CLAP) model has demonstrated excellent performance in general audio description-related tasks, such as audio retrieval. However, in the…

cs.SD2025

Learning Emotion-Invariant Speaker Representations for Speaker Verification

Jingguang Tian, Xinhui Hu, Xinkang Xu

In recent years, the rapid progress in speaker verification (SV) technology has been driven by the extraction of speaker representations based on deep learning. However, such repre…

cs.SD2025

Discrete Audio Representations for Automated Audio Captioning

Jingguang Tian, Haoqin Sun, Xinhui Hu +1

Discrete audio representations, termed audio tokens, are broadly categorized into semantic and acoustic tokens, typically generated through unsupervised tokenization of continuous…

cs.SD2024

SC-MoE: Switch Conformer Mixture of Experts for Unified Streaming and Non-streaming Code-Switching ASR

Shuaishuai Ye, Shunfei Chen, Xinhui Hu +1

In this work, we propose a Switch-Conformer-based MoE system named SC-MoE for unified streaming and non-streaming code-switching (CS) automatic speech recognition (ASR), where we d…

cs.SD2024

The RoyalFlush Automatic Speech Diarization and Recognition System for In-Car Multi-Channel Automatic Speech Recognition Challenge

Jingguang Tian, Shuaishuai Ye, Shunfei Chen +4

This paper presents our system submission for the In-Car Multi-Channel Automatic Speech Recognition (ICMC-ASR) Challenge, which focuses on speaker diarization and speech recognitio…