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Forensic audio analysis for speaker verification offers unique challenges due to location/scenario uncertainty and diversity mismatch between reference and naturalistic field recordings. The lack of real naturalistic forensic audio corpora…

音频与语音处理 · 电气工程与系统科学 2020-09-10 Zhenyu Wang , Wei Xia , John H. L. Hansen

Adapting speaker recognition systems to new environments is a widely-used technique to improve a well-performing model learned from large-scale data towards a task-specific small-scale data scenarios. However, previous studies focus on…

声音 · 计算机科学 2022-11-21 Zhenyu Wang , John H. L. Hansen

This study explores the potential of using acoustic features of segmental speech sounds to detect deepfake audio. These features are highly interpretable because of their close relationship with human articulatory processes and are expected…

声音 · 计算机科学 2025-12-12 Tianle Yang , Chengzhe Sun , Siwei Lyu , Phil Rose

Speech audio quality is subject to degradation caused by an acoustic environment and isotropic ambient and point noises. The environment can lead to decreased speech intelligibility and loss of focus and attention by the listener. Basic…

音频与语音处理 · 电气工程与系统科学 2022-04-05 Paula Sánchez López , Paul Callens , Milos Cernak

The task of making speaker verification systems robust to adverse scenarios remain a challenging and an active area of research. We developed an unsupervised feature enhancement approach in log-filter bank domain with the end goal of…

音频与语音处理 · 电气工程与系统科学 2020-02-18 Phani Sankar Nidadavolu , Saurabh Kataria , Jesús Villalba , Paola García-Perera , Najim Dehak

Speaker recognition systems based on deep speaker embeddings have achieved significant performance in controlled conditions according to the results obtained for early NIST SRE (Speaker Recognition Evaluation) datasets. From the practical…

In this paper, an improved strategy for automated text dependent speaker identification system has been proposed in noisy environment. The identification process incorporates the Neuro- Genetic hybrid algorithm with cepstral based features.…

声音 · 计算机科学 2009-09-15 Md. Rabiul Islam , Md. Fayzur Rahman

While experimentation with synthetic stimuli in abstracted listening situations has a long standing and successful history in hearing research, an increased interest exists on closing the remaining gap towards real-life listening by…

The performance of speaker-related systems usually degrades heavily in practical applications largely due to the presence of background noise. To improve the robustness of such systems in unknown noisy environments, this paper proposes a…

声音 · 计算机科学 2018-05-04 Siyang Song , Shuimei Zhang , Björn Schuller , Linlin Shen , Michel Valstar

The acoustic variability of noisy and reverberant speech mixtures is influenced by multiple factors, such as the spectro-temporal characteristics of the target speaker and the interfering noise, the signal-to-noise ratio (SNR) and the room…

音频与语音处理 · 电气工程与系统科学 2023-11-09 Philippe Gonzalez , Tommy Sonne Alstrøm , Tobias May

Speaker verification is a task of confirming an individual's identity through the analysis of their voice. Whispered speech differs from phonated speech in acoustic characteristics, which degrades the performance of speaker verification…

声音 · 计算机科学 2026-05-08 Magdalena Gołębiowska , Piotr Syga

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

Despite remarkable progress, automatic speaker verification (ASV) systems typically lack the transparency required for high-accountability applications. Motivated by how human experts perform forensic speaker comparison (FSC), we propose a…

音频与语音处理 · 电气工程与系统科学 2026-04-07 Yi Ma , Shuai Wang , Tianchi Liu , Haizhou Li

The audio visual benefit in speech perception, where congruent visual input enhances auditory processing, is well documented across age groups, particularly in challenging listening conditions and among individuals with varying hearing…

音频与语音处理 · 电气工程与系统科学 2025-01-15 Mareike Daeglau , Juergen Otten , Giso Grimm , Bojana Mirkovic , Volker Hohmann , Stefan Debener

Recent advancements in speaker verification techniques show promise, but their performance often deteriorates significantly in challenging acoustic environments. Although speech enhancement methods can improve perceived audio quality, they…

音频与语音处理 · 电气工程与系统科学 2025-08-27 Adam Katav , Yair Moshe , Israel Cohen

Second-order statistical methods show very good results for automatic speaker identification in controlled recording conditions. These approaches are generally used on the entire speech material available. In this paper, we study the…

信息检索 · 计算机科学 2024-02-27 Ivan Magrin-Chagnolleau , Jean François Bonastre , Frédéric Bimbot

One of the major parts of the voice recognition field is the choice of acoustic features which have to be robust against the variability of the speech signal, mismatched conditions, and noisy environments. Thus, different speech feature…

音频与语音处理 · 电气工程与系统科学 2021-10-26 Zhor Benhafid , Kawthar Yasmine Zergat , Abderrahmane Amrouche

The main motivation for Automatic Speech Recognition (ASR) is efficient interfaces to computers, and for the interfaces to be natural and truly useful, it should provide coverage for a large group of users. The purpose of these tasks is to…

计算与语言 · 计算机科学 2013-03-25 Urmila Shrawankar , VM Thakare

Despite the significant improvements in speaker recognition enabled by deep neural networks, unsatisfactory performance persists under noisy environments. In this paper, we train the speaker embedding network to learn the "clean" embedding…

音频与语音处理 · 电气工程与系统科学 2020-02-14 Danwei Cai , Weicheng Cai , Ming Li

When a speaker verification (SV) system operates far from the sound sourced, significant challenges arise due to the interference of noise and reverberation. Studies have shown that incorporating phonetic information into speaker embedding…

声音 · 计算机科学 2023-11-28 Zezhong Jin , Youzhi Tu , Man-Wai Mak
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