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Speaker diarization systems segment a conversation recording based on the speakers' identity. Such systems can misclassify the speaker of a portion of audio due to a variety of factors, such as speech pattern variation, background noise,…

声音 · 计算机科学 2024-06-26 Anurag Chowdhury , Abhinav Misra , Mark C. Fuhs , Monika Woszczyna

One-shot voice conversion has received significant attention since only one utterance from source speaker and target speaker respectively is required. Moreover, source speaker and target speaker do not need to be seen during training.…

声音 · 计算机科学 2021-06-22 Hongqiang Du , Lei Xie

Speaker anonymization aims to conceal a speaker's identity while preserving content information in speech. Current mainstream neural-network speaker anonymization systems disentangle speech into prosody-related, content, and speaker…

声音 · 计算机科学 2023-09-14 Xiaoxiao Miao , Xin Wang , Erica Cooper , Junichi Yamagishi , Natalia Tomashenko

Speaker, author, and other biometric identification applications often compare a sample's similarity to a database of templates to determine the identity. Given that data may be noisy and similarity measures can be inaccurate, such a…

音频与语音处理 · 电气工程与系统科学 2025-12-01 Tom Bäckström , Mohammad Hassan Vali , My Nguyen , Silas Rech

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

Singing voice conversion aims to transform a source singing voice into that of a target singer while preserving the original lyrics, melody, and various vocal techniques. In this paper, we propose a high-fidelity singing voice conversion…

声音 · 计算机科学 2025-01-07 Yiquan Zhou , Wenyu Wang , Hongwu Ding , Jiacheng Xu , Jihua Zhu , Xin Gao , Shihao Li

Speaker anonymization is an effective privacy protection solution that aims to conceal the speaker's identity while preserving the naturalness and distinctiveness of the original speech. Mainstream approaches use an utterance-level vector…

音频与语音处理 · 电气工程与系统科学 2024-05-20 Jixun Yao , Qing Wang , Pengcheng Guo , Ziqian Ning , Lei Xie

Non-parallel voice conversion (VC) is typically achieved using lossy representations of the source speech. However, ensuring only speaker identity information is dropped whilst all other information from the source speech is retained is a…

音频与语音处理 · 电气工程与系统科学 2022-03-16 Thomas Merritt , Abdelhamid Ezzerg , Piotr Biliński , Magdalena Proszewska , Kamil Pokora , Roberto Barra-Chicote , Daniel Korzekwa

Voice conversion (VC) systems are widely used for several applications, from speaker anonymisation to personalised speech synthesis. Supervised approaches learn a mapping between different speakers using parallel data, which is expensive to…

The growing prevalence of speech deepfakes has raised serious concerns, particularly in real-world scenarios such as telephone fraud and identity theft. While many anti-spoofing systems have demonstrated promising performance on…

音频与语音处理 · 电气工程与系统科学 2026-05-12 Tong Zhang , Yihuan Huang , Yanzhen Ren

Custom voice is to construct a personal speech synthesis system by adapting the source speech synthesis model to the target model through the target few recordings. The solution to constructing a custom voice is to combine an adaptive…

声音 · 计算机科学 2023-01-06 Xin Yuan , Yongbing Feng , Mingming Ye , Cheng Tuo , Minghang Zhang

Voice conversion is a common speech synthesis task which can be solved in different ways depending on a particular real-world scenario. The most challenging one often referred to as one-shot many-to-many voice conversion consists in copying…

声音 · 计算机科学 2022-08-05 Vadim Popov , Ivan Vovk , Vladimir Gogoryan , Tasnima Sadekova , Mikhail Kudinov , Jiansheng Wei

Nowadays, neural vocoders can generate very high-fidelity speech when a bunch of training data is available. Although a speaker-dependent (SD) vocoder usually outperforms a speaker-independent (SI) vocoder, it is impractical to collect a…

音频与语音处理 · 电气工程与系统科学 2021-06-11 Yi-Chiao Wu , Cheng-Hung Hu , Hung-Shin Lee , Yu-Huai Peng , Wen-Chin Huang , Yu Tsao , Hsin-Min Wang , Tomoki Toda

Voice conversion (VC) is a task that transforms the source speaker's timbre, accent, and tones in audio into another one's while preserving the linguistic content. It is still a challenging work, especially in a one-shot setting.…

音频与语音处理 · 电气工程与系统科学 2020-06-09 Da-Yi Wu , Yen-Hao Chen , Hung-Yi Lee

Cross-speaker style transfer in speech synthesis aims at transferring a style from source speaker to synthesised speech of a target speaker's timbre. Most previous approaches rely on data with style labels, but manually-annotated labels are…

声音 · 计算机科学 2022-12-14 Chunyu Qiang , Peng Yang , Hao Che , Xiaorui Wang , Zhongyuan Wang

Voice conversion is a method that allows for the transformation of speaking style while maintaining the integrity of linguistic information. There are many researchers using deep generative models for voice conversion tasks. Generative…

声音 · 计算机科学 2023-08-29 Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

This paper presents a new voice conversion model capable of transforming both speaking and singing voices. It addresses key challenges in current systems, such as conveying emotions, managing pronunciation and accent changes, and…

声音 · 计算机科学 2024-12-12 Sowmya Cheripally

Attribute control in generative tasks aims to modify personal attributes, such as age and gender while preserving the identity information in the source sample. Although significant progress has been made in controlling facial attributes in…

声音 · 计算机科学 2025-01-06 Xuyuan Li , Zengqiang Shang. Li Wang , Pengyuan Zhang

Voice is increasingly being used as a biometric entity in many applications. These range from speaker identification and verification systems to human profiling technologies that attempt to estimate myriad aspects of the speaker's persona…

声音 · 计算机科学 2025-06-24 Rita Singh , Bhiksha Raj

With its crosslinguistic and cross-speaker diversity, the Mozilla Common Voice Corpus (CV) has been a valuable resource for multilingual speech technology and holds tremendous potential for research in crosslinguistic phonetics and speech…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Miao Zhang , Aref Farhadipour , Annie Baker , Jiachen Ma , Bogdan Pricop , Eleanor Chodroff