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Voice conversion (VC) could be used to improve speech recognition systems in low-resource languages by using it to augment limited training data. However, VC has not been widely used for this purpose because of practical issues such as…

音频与语音处理 · 电气工程与系统科学 2022-06-22 Matthew Baas , Herman Kamper

Language style is necessary for AI systems to understand and generate diverse human language accurately. However, previous text style transfer primarily focused on sentence-level data-driven approaches, limiting exploration of potential…

计算与语言 · 计算机科学 2024-10-15 Huashan Sun , Yixiao Wu , Yuhao Ye , Yizhe Yang , Yinghao Li , Jiawei Li , Yang Gao

In this work we introduce a semi-supervised approach to the voice conversion problem, in which speech from a source speaker is converted into speech of a target speaker. The proposed method makes use of both parallel and non-parallel…

机器学习 · 统计学 2019-10-02 Cory Stephenson , Gokce Keskin , Anil Thomas , Oguz H. Elibol

In a typical voice conversion system, prior works utilize various acoustic features (e.g., the pitch, voiced/unvoiced flag, aperiodicity) of the source speech to control the prosody of generated waveform. However, the prosody is related…

声音 · 计算机科学 2020-06-01 Zheng Lian , Zhengqi Wen

In recent years, large language models have achieved significant success in generative tasks related to speech, audio, music, and other signal domains. A crucial element of these models is the discrete acoustic codecs, which serve as an…

音频与语音处理 · 电气工程与系统科学 2025-06-05 Shengpeng Ji , Minghui Fang , Jialong Zuo , Ziyue Jiang , Dingdong Wang , Hanting Wang , Hai Huang , Zhou Zhao

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

The imitation of voice, targeted on specific speech attributes such as timbre and speaking style, is crucial in speech generation. However, existing methods rely heavily on annotated data, and struggle with effectively disentangling timbre…

The ideal goal of voice conversion is to convert the source speaker's speech to sound naturally like the target speaker while maintaining the linguistic content and the prosody of the source speech. However, current approaches are…

音频与语音处理 · 电气工程与系统科学 2022-06-16 Qicong Xie , Shan Yang , Yi Lei , Lei Xie , Dan Su

In real-world singing voice conversion (SVC) applications, environmental noise and the demand for expressive output pose significant challenges. Conventional methods, however, are typically designed without accounting for real deployment…

声音 · 计算机科学 2025-10-24 Junjie Zheng , Gongyu Chen , Chaofan Ding , Zihao Chen

Spoken dialogue models currently lack the ability for fine-grained speech style control, a critical capability for human-like interaction that is often overlooked in favor of purely functional capabilities like reasoning and question…

音频与语音处理 · 电气工程与系统科学 2025-10-28 Wenming Tu , Guanrou Yang , Ruiqi Yan , Wenxi Chen , Ziyang Ma , Yipeng Kang , Kai Yu , Xie Chen , Zilong Zheng

We propose Masker, an unsupervised text-editing method for style transfer. To tackle cases when no parallel source-target pairs are available, we train masked language models (MLMs) for both the source and the target domain. Then we find…

计算与语言 · 计算机科学 2020-10-05 Eric Malmi , Aliaksei Severyn , Sascha Rothe

Expressive speech-to-speech translation (S2ST) is a key research topic in seamless communication, which focuses on the preservation of semantics and speaker vocal style in translated speech. Early works synthesized speaker style aligned…

计算与语言 · 计算机科学 2024-06-03 Hongyu Gong , Bandhav Veluri

Learning-based video compression has been extensively studied over the past years, but it still has limitations in adapting to various motion patterns and entropy models. In this paper, we propose multi-mode video compression (MMVC), a…

图像与视频处理 · 电气工程与系统科学 2023-04-06 Bowen Liu , Yu Chen , Rakesh Chowdary Machineni , Shiyu Liu , Hun-Seok Kim

Text-to-Speech (TTS) systems in Lombard speaking style can improve the overall intelligibility of speech, useful for hearing loss and noisy conditions. However, training those models requires a large amount of data and the Lombard effect is…

声音 · 计算机科学 2025-07-15 Dominika Woszczyk , Manuel Sam Ribeiro , Thomas Merritt , Daniel Korzekwa

Style transfer has been widely explored in natural language generation with non-parallel corpus by directly or indirectly extracting a notion of style from source and target domain corpus. A common shortcoming of existing approaches is the…

计算与语言 · 计算机科学 2021-05-25 Navita Goyal , Balaji Vasan Srinivasan , Anandhavelu Natarajan , Abhilasha Sancheti

Multi-Style Transfer (MST) intents to capture the high-level visual vocabulary of different styles and expresses these vocabularies in a joint model to transfer each specific style. Recently, Style Embedding Learning (SEL) based methods…

计算机视觉与模式识别 · 计算机科学 2019-03-26 Hongmin Xu , Qiang Li , Wenbo Zhang , Wen Zheng

Voice conversion is a task to convert a non-linguistic feature of a given utterance. Since naturalness of speech strongly depends on its pitch pattern, in some applications, it would be desirable to keep the original rise/fall pitch pattern…

音频与语音处理 · 电气工程与系统科学 2022-10-21 Chihiro Watanabe , Hirokazu Kameoka

Neural Text-to-Speech (TTS) systems find broad applications in voice assistants, e-learning, and audiobook creation. The pursuit of modern models, like Diffusion Models (DMs), holds promise for achieving high-fidelity, real-time speech…

声音 · 计算机科学 2024-04-02 Xiang Li , Fan Bu , Ambuj Mehrish , Yingting Li , Jiale Han , Bo Cheng , Soujanya Poria

Zero-shot voice conversion aims to transform a source speech utterance to match the timbre of a reference speech from an unseen speaker. Traditional approaches struggle with timbre leakage, insufficient timbre representation, and mismatches…

声音 · 计算机科学 2024-11-18 Songting Liu

Sequence-to-Sequence Text-to-Speech architectures that directly generate low level acoustic features from phonetic sequences are known to produce natural and expressive speech when provided with adequate amounts of training data. Such…

音频与语音处理 · 电气工程与系统科学 2022-07-26 Raul Fernandez , David Haws , Guy Lorberbom , Slava Shechtman , Alexander Sorin
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