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Streaming End-to-End Target-Speaker Automatic Speech Recognition and Activity Detection

open access: yesIEEE Access, 2023
Automatic speech recognition of a target speaker in the presence of interfering speakers remains a challenging issue. One approach to tackle this problem is target-speaker speech recognition, which conditions the recognition process on an embedding that ...
Takafumi Moriya   +4 more
doaj   +1 more source

U-Vectors: Generating Clusterable Speaker Embedding from Unlabeled Data

open access: yesApplied Sciences, 2021
Speaker recognition deals with recognizing speakers by their speech. Most speaker recognition systems are built upon two stages, the first stage extracts low dimensional correlation embeddings from speech, and the second performs the classification task.
Muhammad Firoz Mridha   +5 more
doaj   +1 more source

Survey of Speaker Adaptation Methods in Speech Recognition

open access: yesJisuanji kexue yu tansuo, 2021
Speech is one of the ways of human-computer interaction, and speech recognition technology is an important part of artificial intelligence. In recent years, the application of neural network technology in the field of speech recognition has developed ...
ZHU Fangyuan, MA Zhiqiang, CHEN Yan, ZHANG Xiaoxu, WANG Hongbin, BAO Caijilahu
doaj   +1 more source

Deep Speaker Recognition: Process, Progress, and Challenges

open access: yesIEEE Access, 2021
Speaker recognition is related to human biometrics dealing with the identification of speakers from their speech. Speaker recognition is an active research area and being widely investigated using artificially intelligent mechanisms.
Abu Quwsar Ohi   +3 more
doaj   +1 more source

Unsupervised and Semi-Supervised Speech Recognition System: A Review [PDF]

open access: yesAl-Rafidain Journal of Computer Sciences and Mathematics, 2023
  Voice is a behavioral biometric that may reveal a person's age, gender, ethnicity, and emotional state. Speaker recognition is the method of identifying individuals through their sounds. Despite the fact that over the last eight decades, academics
Mazin Al-Zakarya, Yusra Al-Irhaim
doaj   +1 more source

Analyzing Noise Robustness of Cochleogram and Mel Spectrogram Features in Deep Learning Based Speaker Recognition

open access: yesApplied Sciences, 2022
The performance of speaker recognition systems is very well on the datasets without noise and mismatch. However, the performance gets degraded with the environmental noises, channel variation, physical and behavioral changes in speaker.
Wondimu Lambamo   +2 more
doaj   +1 more source

Speaker Recognition Systems in the Last Decade – A Survey [PDF]

open access: yesEngineering and Technology Journal, 2021
Speaker Recognition Defined by the process of recognizing a person by his\her voice through specific features that extract from his\her voice signal. An Automatic Speaker recognition (ASP) is a biometric authentication system.
Ahmed M. Ahmed, Aliaa K. Hassan
doaj   +1 more source

A Survey of Speaker Recognition: Fundamental Theories, Recognition Methods and Opportunities

open access: yesIEEE Access, 2021
Humans can identify a speaker by listening to their voice, over the telephone, or on any digital devices. Acquiring this congenital human competency, authentication technologies based on voice biometrics, such as automatic speaker recognition (ASR), have
Muhammad Mohsin Kabir   +4 more
doaj   +1 more source

Deep ATC speaker recognition based on voiceprint aggregation [PDF]

open access: yesZhihui kongzhi yu fangzhen, 2023
For the problem of ATC speaker recognition, a method based on voiceprint feature aggregation is proposed, which could distinguish different speakers from an audio stream.
LI Yin-xuan, TANG Wen-yi, YANG Tao, WANG Xue-chuan, LI Cheng-xiang
doaj   +1 more source

Speaker Re-identification with Speaker Dependent Speech Enhancement [PDF]

open access: yes, 2020
While the use of deep neural networks has significantly boosted speaker recognition performance, it is still challenging to separate speakers in poor acoustic environments.
Hain, Thomas, Huang, Qiang, Shi, Yanpei
core   +2 more sources

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