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The objective of this work is to investigate complementary features which can aid the quintessential Mel frequency cepstral coefficients (MFCCs) in the task of closed, limited set word recognition for non-native English speakers of…

声音 · 计算机科学 2022-06-16 Pierre Berjon , Rajib Sharma , Avishek Nag , Soumyabrata Dev

We propose a learnable mel-frequency cepstral coefficient (MFCC) frontend architecture for deep neural network (DNN) based automatic speaker verification. Our architecture retains the simplicity and interpretability of MFCC-based features…

声音 · 计算机科学 2021-02-23 Xuechen Liu , Md Sahidullah , Tomi Kinnunen

An algorithm involving Mel-Frequency Cepstral Coefficients (MFCCs) is provided to perform signal feature extraction for the task of speaker accent recognition. Then different classifiers are compared based on the MFCC feature. For each…

声音 · 计算机科学 2015-02-02 Zichen Ma , Ernest Fokoue

The most pressing challenge in the field of voice biometrics is selecting the most efficient technique of speaker recognition. Every individual's voice is peculiar, factors like physical differences in vocal organs, accent and pronunciation…

声音 · 计算机科学 2017-12-05 Rishi Charan , Manisha. A , Karthik. R , Rajesh Kumar M

This study investigates the extent to which Mel-Frequency Cepstral Coefficients (MFCCs) capture first language (L1) transfer in extended second language (L2) English speech. Speech samples from Mandarin and American English L1 speakers were…

音频与语音处理 · 电气工程与系统科学 2025-04-21 Peyman Jahanbin

Systems based on automatic speech recognition (ASR) technology can provide important functionality in computer assisted language learning applications. This is a young but growing area of research motivated by the large number of students…

声音 · 计算机科学 2016-02-29 Zhenhao Ge , Sudhendu R. Sharma , Mark J. T. Smith

The intersection of technology and mental health has spurred innovative approaches to assessing emotional well-being, particularly through computational techniques applied to audio data analysis. This study explores the application of…

声音 · 计算机科学 2024-12-17 Idoko Agbo , Dr Hoda El-Sayed , M. D Kamruzzan Sarker

To improve the performance of speaker identification systems, an effective and robust method is proposed to extract speech features, capable of operating in noisy environment. Based on the time-frequency multi-resolution property of wavelet…

声音 · 计算机科学 2010-03-31 Mahmoud I. Abdalla , Hanaa S. Ali

In this paper a new method for recognition of consonant-vowel phonemes combination on a new Persian speech dataset titled as PCVC (Persian Consonant-Vowel Combination) is proposed which is used to recognize Persian phonemes. In PCVC…

声音 · 计算机科学 2018-12-18 Saber Malekzadeh , Mohammad Hossein Gholizadeh , Seyed Naser Razavi

Mel-frequency cepstral coefficients (MFCCs) are an important feature in speech processing. A deeper understanding of their properties can contribute to the work that is being done with both classical and deep learning models. This study…

音频与语音处理 · 电气工程与系统科学 2025-10-08 Vitor Magno de O. S. Bezerra , Gabriel F. A. Bastos , Jugurta Montalvão

Speaker verification is the process by which a speakers claim of identity is tested against a claimed speaker by his or her voice. Speaker verification is done by the use of some parameters (features) from the speakers voice which can be…

声音 · 计算机科学 2019-08-16 Bhavana V. S , Pradip K. Das

The sound of our speech is influenced by the places we come from. Great Britain contains a wide variety of distinctive accents which are of interest to linguistics. In particular, the "a" vowel in words like "class" is pronounced…

声音 · 计算机科学 2022-02-01 Aranya Koshy , Shahin Tavakoli

Phonetic error detection, a core subtask of automatic pronunciation assessment, identifies pronunciation deviations at the phoneme level. Speech variability from accents and dysfluencies challenges accurate phoneme recognition, with current…

In this paper, we present a new method for recognizing tones in continuous speech for tonal languages. The method works by converting the speech signal to a cepstrogram, extracting a sequence of cepstral features using a convolutional…

音频与语音处理 · 电气工程与系统科学 2018-07-09 Loren Lugosch , Vikrant Singh Tomar

Automatic Speech Recognition has advanced with self-supervised learning, enabling feature extraction directly from raw audio. In Wav2Vec, a CNN first transforms audio into feature vectors before the transformer processes them. This study…

计算与语言 · 计算机科学 2025-08-26 Domenico De Cristofaro , Vincenzo Norman Vitale , Alessandro Vietti

Researches have shown accent classification can be improved by integrating semantic information into pure acoustic approach. In this work, we combine phonetic knowledge, such as vowels, with enhanced acoustic features to build an improved…

声音 · 计算机科学 2016-02-25 Zhenhao Ge

Level assessment for foreign language students is necessary for putting them in the right level group, furthermore, interviewing students is a very time-consuming task, so we propose to automate the evaluation of speaker fluency level by…

机器学习 · 统计学 2018-09-03 Alan Preciado-Grijalva , Ramon F. Brena

The speech feature extraction has been a key focus in robust speech recognition research; it significantly affects the recognition performance. In this paper, we first study a set of different features extraction methods such as linear…

计算与语言 · 计算机科学 2014-07-01 Imen Trabelsi , Dorra Ben Ayed

This paper tests the hypothesis that distinctive feature classifiers anchored at phonetic landmarks can be transferred cross-lingually without loss of accuracy. Three consonant voicing classifiers were developed: (1) manually selected…

计算与语言 · 计算机科学 2017-08-23 Xiang Kong , Xuesong Yang , Mark Hasegawa-Johnson , Jeung-Yoon Choi , Stefanie Shattuck-Hufnagel

Automatic speech recognition (ASR) systems have been shown to have large quality disparities between the language varieties they are intended or expected to recognize. One way to mitigate this is to train or fine-tune models with more…

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