activity
20182025
most citedRecent Developments on ESPnet Toolkit Boosted by Conformer

40 citations · 180 across the 45 of their papers we have counts for

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Showing 2023Show all

11 papers · 1 filter

cs.SD2023

Automatic channel selection and spatial feature integration for multi-channel speech recognition across various array topologies

Bingshen Mu, Pengcheng Guo, Dake Guo +3

Automatic Speech Recognition (ASR) has shown remarkable progress, yet it still faces challenges in real-world distant scenarios across various array topologies each with multiple r…

cs.SD2023★ 15 cited

Decoupling and Interacting Multi-Task Learning Network for Joint Speech and Accent Recognition

Qijie Shao, Pengcheng Guo, Jinghao Yan +2

Accents, as variations from standard pronunciation, pose significant challenges for speech recognition systems. Although joint automatic speech recognition (ASR) and accent recogni…

cs.SD2023

SA-Paraformer: Non-autoregressive End-to-End Speaker-Attributed ASR

Yangze Li, Fan Yu, Yuhao Liang +5

Joint modeling of multi-speaker ASR and speaker diarization has recently shown promising results in speaker-attributed automatic speech recognition (SA-ASR).Although being able to…

cs.SD2023

Timbre-reserved Adversarial Attack in Speaker Identification

Qing Wang, Jixun Yao, Li Zhang +2

As a type of biometric identification, a speaker identification (SID) system is confronted with various kinds of attacks. The spoofing attacks typically imitate the timbre of the t…

cs.SD2023★ 1 cited

Adaptive Contextual Biasing for Transducer Based Streaming Speech Recognition

Tianyi Xu, Zhanheng Yang, Kaixun Huang +6

By incorporating additional contextual information, deep biasing methods have emerged as a promising solution for speech recognition of personalized words. However, for real-world…

cs.SD2023★ 1 cited

Pseudo-Siamese Network based Timbre-reserved Black-box Adversarial Attack in Speaker Identification

Qing Wang, Jixun Yao, Ziqian Wang +2

In this study, we propose a timbre-reserved adversarial attack approach for speaker identification (SID) to not only exploit the weakness of the SID model but also preserve the tim…

cs.SD2023

BA-SOT: Boundary-Aware Serialized Output Training for Multi-Talker ASR

Yuhao Liang, Fan Yu, Yangze Li +4

The recently proposed serialized output training (SOT) simplifies multi-talker automatic speech recognition (ASR) by generating speaker transcriptions separated by a special token.…

eess.AS2023★ 5 cited

TranUSR: Phoneme-to-word Transcoder Based Unified Speech Representation Learning for Cross-lingual Speech Recognition

Hongfei Xue, Qijie Shao, Peikun Chen +3

UniSpeech has achieved superior performance in cross-lingual automatic speech recognition (ASR) by explicitly aligning latent representations to phoneme units using multi-task self…

eess.AS2023

Contextualized End-to-End Speech Recognition with Contextual Phrase Prediction Network

Kaixun Huang, Ao Zhang, Zhanheng Yang +4

Contextual information plays a crucial role in speech recognition technologies and incorporating it into the end-to-end speech recognition models has drawn immense interest recentl…

cs.SD2023

VE-KWS: Visual Modality Enhanced End-to-End Keyword Spotting

Ao Zhang, He Wang, Pengcheng Guo +5

The performance of the keyword spotting (KWS) system based on audio modality, commonly measured in false alarms and false rejects, degrades significantly under the far field and no…

eess.AS2023

The NPU-ASLP System for Audio-Visual Speech Recognition in MISP 2022 Challenge

Pengcheng Guo, He Wang, Bingshen Mu +2

This paper describes our NPU-ASLP system for the Audio-Visual Diarization and Recognition (AVDR) task in the Multi-modal Information based Speech Processing (MISP) 2022 Challenge.…