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相关论文: Phonetic-aware speaker embedding for far-field spe…

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The mapping of text to speech (TTS) is non-deterministic, letters may be pronounced differently based on context, or phonemes can vary depending on various physiological and stylistic factors like gender, age, accent, emotions, etc. Neural…

音频与语音处理 · 电气工程与系统科学 2022-07-14 Nabarun Goswami , Tatsuya Harada

Speech enhancement has recently achieved great success with various deep learning methods. However, most conventional speech enhancement systems are trained with supervised methods that impose two significant challenges. First, a majority…

音频与语音处理 · 电气工程与系统科学 2022-02-22 Viet Anh Trinh , Sebastian Braun

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

In this paper, we focus on audio violence detection (AVD). AVD is necessary for several reasons, especially in the context of maintaining safety, preventing harm, and ensuring security in various environments. This calls for accurate AVD…

音频与语音处理 · 电气工程与系统科学 2024-06-12 Sarthak Jain , Orchid Chetia Phukan , Arun Balaji Buduru , Rajesh Sharma

We compare using a PHOIBLE-based phone mapping method and using phonological features input in transfer learning for TTS in low-resource languages. We use diverse source languages (English, Finnish, Hindi, Japanese, and Russian) and target…

计算与语言 · 计算机科学 2023-06-22 Phat Do , Matt Coler , Jelske Dijkstra , Esther Klabbers

The performance of automatic speaker verification (ASV) systems could be degraded by voice spoofing attacks. Most existing works aimed to develop standalone spoofing countermeasure (CM) systems. Relatively little work targeted at developing…

音频与语音处理 · 电气工程与系统科学 2026-02-05 You Zhang , Ge Zhu , Zhiyao Duan

This paper presents a novel framework to build a voice conversion (VC) system by learning from a text-to-speech (TTS) synthesis system, that is called TTS-VC transfer learning. We first develop a multi-speaker speech synthesis system with…

音频与语音处理 · 电气工程与系统科学 2021-01-07 Mingyang Zhang , Yi Zhou , Li Zhao , Haizhou Li

The use of deep neural networks (DNN) has dramatically elevated the performance of automatic speaker verification (ASV) over the last decade. However, ASV systems can be easily neutralized by spoofing attacks. Therefore, the Spoofing-Aware…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Jungwoo Heo , Ju-ho Kim , Hyun-seo Shin

In short video and live broadcasts, speech, singing voice, and background music often overlap and obscure each other. This complexity creates difficulties in structuring and recognizing the audio content, which may impair subsequent ASR and…

声音 · 计算机科学 2024-04-18 Ye Bai , Chenxing Li , Hao Li , Yuanyuan Zhao , Xiaorui Wang

While promising performance for speaker verification has been achieved by deep speaker embeddings, the advantage would reduce in the case of speaking-style variability. Speaking rate mismatch is often observed in practical speaker…

音频与语音处理 · 电气工程与系统科学 2022-05-31 Fuchuan Tong , Siqi Zheng , Haodong Zhou , Xingjia Xie , Qingyang Hong , Lin Li

In recent years, using raw waveforms as input for deep networks has been widely explored for the speaker verification system. For example, RawNet and RawNet2 extracted speaker's feature embeddings from waveforms automatically for…

音频与语音处理 · 电气工程与系统科学 2021-10-08 Jin Li , Nan Yan , Lan Wang

Identifying multiple speakers without knowing where a speaker's voice is in a recording is a challenging task. In this paper, a hierarchical attention network is proposed to solve a weakly labelled speaker identification problem. The use of…

音频与语音处理 · 电气工程与系统科学 2020-08-28 Yanpei Shi , Qiang Huang , Thomas Hain

In target speaker extraction, many studies rely on the speaker embedding which is obtained from an enrollment of the target speaker and employed as the guidance. However, solely using speaker embedding may not fully utilize the contextual…

音频与语音处理 · 电气工程与系统科学 2024-02-28 Xue Yang , Changchun Bao , Jing Zhou , Xianhong Chen

Speaker embedding based zero-shot Text-to-Speech (TTS) systems enable high-quality speech synthesis for unseen speakers using minimal data. However, these systems are vulnerable to adversarial attacks, where an attacker introduces…

音频与语音处理 · 电气工程与系统科学 2025-10-07 Ze Li , Yao Shi , Yunfei Xu , Ming Li

Human voices can be used to authenticate the identity of the speaker, but the automatic speaker verification (ASV) systems are vulnerable to voice spoofing attacks, such as impersonation, replay, text-to-speech, and voice conversion.…

音频与语音处理 · 电气工程与系统科学 2021-06-09 You Zhang , Fei Jiang , Zhiyao Duan

This paper studies a transferable phoneme embedding framework that aims to deal with the cross-lingual text-to-speech (TTS) problem under the few-shot setting. Transfer learning is a common approach when it comes to few-shot learning since…

音频与语音处理 · 电气工程与系统科学 2022-08-04 Wei-Ping Huang , Po-Chun Chen , Sung-Feng Huang , Hung-yi Lee

Perceptual voice quality assessment plays a vital role in diagnosing and monitoring voice disorders. Traditional methods, such as the Consensus Auditory-Perceptual Evaluation of Voice (CAPE-V) and the Grade, Roughness, Breathiness,…

声音 · 计算机科学 2025-12-12 Whenty Ariyanti , Kuan-Yu Chen , Sabato Marco Siniscalchi , Hsin-Min Wang , Yu Tsao

Despite the remarkable progress recently made in distant speech recognition, state-of-the-art technology still suffers from a lack of robustness, especially when adverse acoustic conditions characterized by non-stationary noises and…

计算与语言 · 计算机科学 2017-03-24 Mirco Ravanelli , Philemon Brakel , Maurizio Omologo , Yoshua Bengio

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

Keyword spotting (KWS) and speaker verification (SV) have been studied independently although it is known that acoustic and speaker domains are complementary. In this paper, we propose a multi-task network that performs KWS and SV…

音频与语音处理 · 电气工程与系统科学 2020-08-10 Myunghun Jung , Youngmoon Jung , Jahyun Goo , Hoirin Kim