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In recent years, the remarkable advancements in deep neural networks have brought tremendous convenience. However, the training process of a highly effective model necessitates a substantial quantity of samples, which brings huge potential…

声音 · 计算机科学 2024-09-13 Zhisheng Zhang , Pengyang Huang

We introduce a new approach for audio-visual speech separation. Given a video, the goal is to extract the speech associated with a face in spite of simultaneous background sounds and/or other human speakers. Whereas existing methods focus…

计算机视觉与模式识别 · 计算机科学 2021-04-07 Ruohan Gao , Kristen Grauman

High-fidelity speech can be synthesized by end-to-end text-to-speech models in recent years. However, accessing and controlling speech attributes such as speaker identity, prosody, and emotion in a text-to-speech system remains a challenge.…

音频与语音处理 · 电气工程与系统科学 2020-08-05 Zexin Cai , Chuxiong Zhang , Ming Li

We conducted a data collection on the basis of the Google AudioSet database by selecting a subset of the samples annotated with \textit{laughter}. The selection criterion was to be present a communicative act with clear connotation of being…

声音 · 计算机科学 2023-05-24 Aljoscha Düsterhöft , Felix Burkhardt , Björn W. Schuller

State-of-the-art speaker verification systems are inherently dependent on some kind of human supervision as they are trained on massive amounts of labeled data. However, manually annotating utterances is slow, expensive and not scalable to…

音频与语音处理 · 电气工程与系统科学 2025-06-25 Théo Lepage , Réda Dehak

Speaker identification in the household scenario (e.g., for smart speakers) is typically based on only a few enrollment utterances but a much larger set of unlabeled data, suggesting semisupervised learning to improve speaker profiles. We…

声音 · 计算机科学 2022-02-22 Long Chen , Venkatesh Ravichandran , Andreas Stolcke

Trivial events are ubiquitous in human to human conversations, e.g., cough, laugh and sniff. Compared to regular speech, these trivial events are usually short and unclear, thus generally regarded as not speaker discriminative and so are…

声音 · 计算机科学 2018-02-07 Miao Zhang , Xiaofei Kang , Yanqing Wang , Lantian Li , Zhiyuan Tang , Haisheng Dai , Dong Wang

Speech-aware large language models (LLMs) can accept speech inputs, yet their training objectives largely emphasize linguistic content or specific fields such as emotions or the speaker's gender, leaving it unclear whether they encode…

We describe a neural network-based system for text-to-speech (TTS) synthesis that is able to generate speech audio in the voice of many different speakers, including those unseen during training. Our system consists of three independently…

This work aims at investigating and analyzing speaker identification in each unbiased and biased emotional talking environments based on a classifier called Suprasegmental Hidden Markov Models (SPHMMs). The first talking environment is…

声音 · 计算机科学 2017-07-03 Ismail Shahin

The task of video-to-speech aims to translate silent video of lip movement to its corresponding audio signal. Previous approaches to this task are generally limited to the case of a single speaker, but a method that accounts for multiple…

音频与语音处理 · 电气工程与系统科学 2021-05-21 Dan Oneata , Adriana Stan , Horia Cucu

When it comes to authentication in speaker verification systems, not all utterances are created equal. It is essential to estimate the quality of test utterances in order to account for varying acoustic conditions. In addition to the…

音频与语音处理 · 电气工程与系统科学 2024-07-12 Nicholas Klein , Ganesh Sivaraman , Elie Khoury

An automatic speaker verification system aims to verify the speaker identity of a speech signal. However, a voice conversion system could manipulate a person's speech signal to make it sound like another speaker's voice and deceive the…

音频与语音处理 · 电气工程与系统科学 2022-11-02 Danwei Cai , Zexin Cai , Ming Li

Utterances by L2 speakers can be unintelligible due to mispronunciation and improper prosody. In computer-aided language learning systems, textual feedback is often provided using a speech recognition engine. However, an ideal form of…

声音 · 计算机科学 2024-10-04 Haopeng Geng , Daisuke Saito , Nobuaki Minematsu

Automatic speaker verification has achieved remarkable progress in recent years. However, there is little research on cross-age speaker verification (CASV) due to insufficient relevant data. In this paper, we mine cross-age test sets based…

音频与语音处理 · 电气工程与系统科学 2022-07-14 Xiaoyi Qin , Na Li , Chao Weng , Dan Su , Ming Li

This paper introduces SpoofCeleb, a dataset designed for Speech Deepfake Detection (SDD) and Spoofing-robust Automatic Speaker Verification (SASV), utilizing source data from real-world conditions and spoofing attacks generated by…

In recent years, the rapid progress in speaker verification (SV) technology has been driven by the extraction of speaker representations based on deep learning. However, such representations are still vulnerable to emotion variability. To…

声音 · 计算机科学 2025-05-27 Jingguang Tian , Xinhui Hu , Xinkang Xu

This paper is concerned with the task of speaker verification on audio with multiple overlapping speakers. Most speaker verification systems are designed with the assumption of a single speaker being present in a given audio segment.…

音频与语音处理 · 电气工程与系统科学 2023-04-10 Jenthe Thienpondt , Nilesh Madhu , Kris Demuynck

A number of studies have successfully developed speaker verification or presentation attack detection systems. However, studies integrating the two tasks remain in the preliminary stages. In this paper, we propose two approaches for…

音频与语音处理 · 电气工程与系统科学 2020-09-29 Hye-jin Shim , Jee-weon Jung , Ju-ho Kim , Seung-bin Kim , Ha-Jin Yu

Voice-activated systems are integrated into a variety of desktop, mobile, and Internet-of-Things (IoT) devices. However, voice spoofing attacks, such as impersonation and replay attacks, in which malicious attackers synthesize the voice of…

声音 · 计算机科学 2022-05-31 Hanqing Guo , Qiben Yan , Nikolay Ivanov , Ying Zhu , Li Xiao , Eric J. Hunter