Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
The performance of spoofing countermeasure systems depends fundamentally upon the use
of sufficiently representative training data. With this usually being limited, current solutions …
of sufficiently representative training data. With this usually being limited, current solutions …
Exploring wav2vec 2.0 fine tuning for improved speech emotion recognition
LW Chen, A Rudnicky - ICASSP 2023-2023 IEEE International …, 2023 - ieeexplore.ieee.org
While Wav2Vec 2.0 has been proposed for speech recognition (ASR), it can also be used for
speech emotion recognition (SER); its performance can be significantly improved using …
speech emotion recognition (SER); its performance can be significantly improved using …
Automatic pronunciation assessment using self-supervised speech representation learning
E Kim, JJ Jeon, H Seo, H Kim - arXiv preprint arXiv:2204.03863, 2022 - arxiv.org
Self-supervised learning (SSL) approaches such as wav2vec 2.0 and HuBERT models have
shown promising results in various downstream tasks in the speech community. In particular …
shown promising results in various downstream tasks in the speech community. In particular …
[HTML][HTML] Computer-assisted pronunciation training—Speech synthesis is almost all you need
The research community has long studied computer-assisted pronunciation training (CAPT)
methods in non-native speech. Researchers focused on studying various model …
methods in non-native speech. Researchers focused on studying various model …
Automatic Pronunciation Assessment--A Review
Pronunciation assessment and its application in computer-aided pronunciation training
(CAPT) have seen impressive progress in recent years. With the rapid growth in language …
(CAPT) have seen impressive progress in recent years. With the rapid growth in language …
3m: An effective multi-view, multi-granularity, and multi-aspect modeling approach to english pronunciation assessment
As an indispensable ingredient of computer-assisted pronunciation training (CAPT),
automatic pronunciation assessment (APA) plays a pivotal role in aiding self-directed …
automatic pronunciation assessment (APA) plays a pivotal role in aiding self-directed …
Proficiency assessment of L2 spoken English using wav2vec 2.0
S Bannò, M Matassoni - 2022 IEEE Spoken Language …, 2023 - ieeexplore.ieee.org
The increasing demand for learning English as a second language has led to a growing
interest in methods for automatically assessing spoken language proficiency. Most …
interest in methods for automatically assessing spoken language proficiency. Most …
Improving mispronunciation detection with wav2vec2-based momentum pseudo-labeling for accentedness and intelligibility assessment
Current leading mispronunciation detection and diagnosis (MDD) systems achieve
promising performance via end-to-end phoneme recognition. One challenge of such end-to …
promising performance via end-to-end phoneme recognition. One challenge of such end-to …
[HTML][HTML] Audio anti-spoofing based on audio feature fusion
J Zhang, G Tu, S Liu, Z Cai - Algorithms, 2023 - mdpi.com
The rapid development of speech synthesis technology has significantly improved the
naturalness and human-likeness of synthetic speech. As the technical barriers for speech …
naturalness and human-likeness of synthetic speech. As the technical barriers for speech …
Self-supervised pre-trained speech representation based end-to-end mispronunciation detection and diagnosis of Mandarin
Y Shen, Q Liu, Z Fan, J Liu, A Wumaier - IEEE Access, 2022 - ieeexplore.ieee.org
Mispronunciation Detection and Diagnosis (MDD) is an essential basic technology in
Computer-Assisted Pronunciation Training (CAPT) and Computer-Assisted Language …
Computer-Assisted Pronunciation Training (CAPT) and Computer-Assisted Language …