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Disentangled representation learning aims to extract explanatory features or factors and retain salient information. Factorized hierarchical variational autoencoder (FHVAE) presents a way to disentangle a speech signal into sequential-level…

音频与语音处理 · 电气工程与系统科学 2022-04-06 Yuying Xie , Thomas Arildsen , Zheng-Hua Tan

Speech time reversal refers to the process of reversing the entire speech signal in time, causing it to play backward. Such signals are completely unintelligible since the fundamental structures of phonemes and syllables are destroyed.…

音频与语音处理 · 电气工程与系统科学 2025-10-02 Ishan D. Biyani , Nirmesh J. Shah , Ashishkumar P. Gudmalwar , Pankaj Wasnik , Rajiv R. Shah

In speech technologies, speaker's voice representation is used in many applications such as speech recognition, voice conversion, speech synthesis and, obviously, user authentication. Modern vocal representations of the speaker are based on…

音频与语音处理 · 电气工程与系统科学 2021-06-17 Paul-Gauthier Noé , Mohammad Mohammadamini , Driss Matrouf , Titouan Parcollet , Andreas Nautsch , Jean-François Bonastre

We propose a singing decomposition system that encodes time-aligned linguistic content, pitch, and source speaker identity via Assem-VC. With decomposed speaker-independent information and the target speaker's embedding, we could synthesize…

音频与语音处理 · 电气工程与系统科学 2021-10-26 Kang-wook Kim , Junhyeok Lee

We introduce LinearVC, a simple voice conversion method that sheds light on the structure of self-supervised representations. First, we show that simple linear transformations of self-supervised features effectively convert voices. Next, we…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Herman Kamper , Benjamin van Niekerk , Julian Zaïdi , Marc-André Carbonneau

Zero-shot voice conversion (VC) aims to transfer the source speaker timbre to arbitrary unseen target speaker timbre, while keeping the linguistic content unchanged. Although the voice of generated speech can be controlled by providing the…

声音 · 计算机科学 2024-01-31 Junjie Li , Yiwei Guo , Xie Chen , Kai Yu

Recent developments in neural speech synthesis and vocoding have sparked a renewed interest in voice conversion (VC). Beyond timbre transfer, achieving controllability on para-linguistic parameters such as pitch and Speed is critical in…

音频与语音处理 · 电气工程与系统科学 2025-04-16 Meiying Chen , Zhiyao Duan

Image-to-image translation and voice conversion enable the generation of a new facial image and voice while maintaining some of the semantics such as a pose in an image and linguistic content in audio, respectively. They can aid in the…

计算机视觉与模式识别 · 计算机科学 2023-03-02 Naoya Takahashi , Mayank K. Singh , Yuki Mitsufuji

Speech signals are inherently complex as they encompass both global acoustic characteristics and local semantic information. However, in the task of target speech extraction, certain elements of global and local semantic information in the…

声音 · 计算机科学 2024-08-27 Zhaoxi Mu , Xinyu Yang , Sining Sun , Qing Yang

Detecting forgery videos is highly desirable due to the abuse of deepfake. Existing detection approaches contribute to exploring the specific artifacts in deepfake videos and fit well on certain data. However, the growing technique on these…

计算机视觉与模式识别 · 计算机科学 2022-06-14 Harry Cheng , Yangyang Guo , Tianyi Wang , Qi Li , Xiaojun Chang , Liqiang Nie

Speech separation aims to separate individual voice from an audio mixture of multiple simultaneous talkers. Although audio-only approaches achieve satisfactory performance, they build on a strategy to handle the predefined conditions,…

声音 · 计算机科学 2020-12-01 Peng Zhang , Jiaming Xu , Jing shi , Yunzhe Hao , Bo Xu

Voice conversion is an increasingly popular technology, and the growing number of real-time applications requires models with streaming conversion capabilities. Unlike typical (non-streaming) voice conversion, which can leverage the entire…

音频与语音处理 · 电气工程与系统科学 2023-06-01 Ziqian Ning , Yuepeng Jiang , Pengcheng Zhu , Jixun Yao , Shuai Wang , Lei Xie , Mengxiao Bi

Any-to-any voice conversion aims to convert the voice from and to any speakers even unseen during training, which is much more challenging compared to one-to-one or many-to-many tasks, but much more attractive in real-world scenarios. In…

音频与语音处理 · 电气工程与系统科学 2021-05-04 Yist Y. Lin , Chung-Ming Chien , Jheng-Hao Lin , Hung-yi Lee , Lin-shan Lee

Automatic speaker recognition algorithms typically characterize speech audio using short-term spectral features that encode the physiological and anatomical aspects of speech production. Such algorithms do not fully capitalize on…

声音 · 计算机科学 2021-02-16 Anurag Chowdhury , Arun Ross , Prabu David

Voice conversion is a task of synthesizing an utterance with target speaker's voice while maintaining linguistic information of the source utterance. While a speaker can produce varying utterances from a single script with different…

声音 · 计算机科学 2025-04-17 Soobin Suh , Dabi Ahn , Heewoong Park , Jonghun Park

Expressive voice conversion (VC) conducts speaker identity conversion for emotional speakers by jointly converting speaker identity and emotional style. Emotional style modeling for arbitrary speakers in expressive VC has not been…

音频与语音处理 · 电气工程与系统科学 2024-05-06 Zongyang Du , Junchen Lu , Kun Zhou , Lakshmish Kaushik , Berrak Sisman

Generative audio technologies now enable highly realistic voice cloning and real-time voice conversion, increasing the risk of impersonation, fraud, and misinformation in communication channels such as phone and video calls. This study…

声音 · 计算机科学 2026-01-09 Prajwal Chinchmalatpure , Suyash Chinchmalatpure , Siddharth Chavan

This contribution gives an overview of face recogni-tion algorithms, their implementation and practical uses. First, a training set of different persons' faces has to be collected and used to train a face recognizer. The resulting face…

计算机视觉与模式识别 · 计算机科学 2017-07-05 Johannes Reschke , Armin Sehr

Diffusion-based generative models have exhibited powerful generative performance in recent years. However, as many attributes exist in the data distribution and owing to several limitations of sharing the model parameters across all levels…

音频与语音处理 · 电气工程与系统科学 2023-05-26 Ha-Yeong Choi , Sang-Hoon Lee , Seong-Whan Lee

This work examines the content and usefulness of disentangled phone and speaker representations from two separately trained VQ-VAE systems: one trained on multilingual data and another trained on monolingual data. We explore the multi- and…

音频与语音处理 · 电气工程与系统科学 2021-06-29 Jennifer Williams , Jason Fong , Erica Cooper , Junichi Yamagishi