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相关论文: CosyEdit: Unlocking End-to-End Speech Editing Capa…

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With the similarity between music and speech synthesis from symbolic input and the rapid development of text-to-speech (TTS) techniques, it is worthwhile to explore ways to improve the MIDI-to-audio performance by borrowing from TTS…

声音 · 计算机科学 2023-03-22 Xuan Shi , Erica Cooper , Xin Wang , Junichi Yamagishi , Shrikanth Narayanan

Accent normalization (AN) systems often struggle with unnatural outputs and undesired content distortion, stemming from both suboptimal training data and rigid duration modeling. In this paper, we propose a "source-synthesis" methodology…

音频与语音处理 · 电气工程与系统科学 2026-02-24 Qibing Bai , Shuhao Shi , Shuai Wang , Yukai Ju , Yannan Wang , Haizhou Li

Previous studies have established that language models manifest stereotyped biases. Existing debiasing strategies, such as retraining a model with counterfactual data, representation projection, and prompting often fail to efficiently…

计算与语言 · 计算机科学 2025-03-12 Xin Xu , Wei Xu , Ningyu Zhang , Julian McAuley

We present EdiTTS, an off-the-shelf speech editing methodology based on score-based generative modeling for text-to-speech synthesis. EdiTTS allows for targeted, granular editing of audio, both in terms of content and pitch, without the…

声音 · 计算机科学 2022-07-12 Jaesung Tae , Hyeongju Kim , Taesu Kim

There is a rising interest and trend in research towards directly translating speech from one language to another, known as end-to-end speech-to-speech translation. However, most end-to-end models struggle to outperform cascade models,…

计算与语言 · 计算机科学 2024-11-01 Chenyang Le , Yao Qian , Dongmei Wang , Long Zhou , Shujie Liu , Xiaofei Wang , Midia Yousefi , Yanmin Qian , Jinyu Li , Sheng Zhao , Michael Zeng

Recent years have witnessed a trend that large language model (LLM) based text-to-speech (TTS) emerges into the mainstream due to their high naturalness and zero-shot capacity. In this paradigm, speech signals are discretized into token…

Modern sequence to sequence neural TTS systems provide close to natural speech quality. Such systems usually comprise a network converting linguistic/phonetic features sequence to an acoustic features sequence, cascaded with a neural…

音频与语音处理 · 电气工程与系统科学 2019-09-26 Slava Shechtman , Alex Sorin

This study propose a fully automated system for speech correction and accent reduction. Consider the application scenario that a recorded speech audio contains certain errors, e.g., inappropriate words, mispronunciations, that need to be…

音频与语音处理 · 电气工程与系统科学 2022-10-17 Daxin Tan , Liqun Deng , Nianzu Zheng , Yu Ting Yeung , Xin Jiang , Xiao Chen , Tan Lee

When building state-of-the-art speech translation models, the need for large computational resources is a significant obstacle due to the large training data size and complex models. The availability of pre-trained models is a promising…

计算与语言 · 计算机科学 2022-11-10 Zhaolin Li , Jan Niehues

Diffusion models have shown remarkable progress in text-to-audio generation. However, text-guided audio editing remains in its early stages. This task focuses on modifying the target content within an audio signal while preserving the rest,…

声音 · 计算机科学 2026-04-17 Liting Gao , Yi Yuan , Yaru Chen , Yuelan Cheng , Zhenbo Li , Juan Wen , Shubin Zhang , Wenwu Wang

End-to-end models have achieved significant improvement on automatic speech recognition. One common method to improve performance of these models is expanding the data-space through data augmentation. Meanwhile, human auditory inspired…

音频与语音处理 · 电气工程与系统科学 2022-04-12 Zehai Tu , Jack Deadman , Ning Ma , Jon Barker

Text-to-Audio (TTA) generation is an emerging area within AI-generated content (AIGC), where audio is created from natural language descriptions. Despite growing interest, developing robust TTA models remains challenging due to the scarcity…

音频与语音处理 · 电气工程与系统科学 2025-01-29 Xinfa Zhu , Wenjie Tian , Xinsheng Wang , Lei He , Xi Wang , Sheng Zhao , Lei Xie

As text-based speech editing becomes increasingly prevalent, the demand for unrestricted free-text editing continues to grow. However, existing speech editing techniques encounter significant challenges, particularly in maintaining…

声音 · 计算机科学 2024-09-23 Yang Chen , Yuhang Jia , Shiwan Zhao , Ziyue Jiang , Haoran Li , Jiarong Kang , Yong Qin

We introduce VoiceCraft, a token infilling neural codec language model, that achieves state-of-the-art performance on both speech editing and zero-shot text-to-speech (TTS) on audiobooks, internet videos, and podcasts. VoiceCraft employs a…

音频与语音处理 · 电气工程与系统科学 2024-06-17 Puyuan Peng , Po-Yao Huang , Shang-Wen Li , Abdelrahman Mohamed , David Harwath

Text-based speech editing (TSE) techniques are designed to enable users to edit the output audio by modifying the input text transcript instead of the audio itself. Despite much progress in neural network-based TSE techniques, the current…

声音 · 计算机科学 2023-09-25 Rui Liu , Jiatian Xi , Ziyue Jiang , Haizhou Li

Text-based speech editing (TSE) allows users to edit speech by modifying the corresponding text directly without altering the original recording. Current TSE techniques often focus on minimizing discrepancies between generated speech and…

计算与语言 · 计算机科学 2024-12-10 Rui Liu , Jiatian Xi , Ziyue Jiang , Haizhou Li

Text-guided image editing, a pivotal task in modern multimedia content creation, has seen remarkable progress with training-free methods that eliminate the need for additional optimization. Despite recent progress, existing methods are…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Jinhao Shen , Haoqian Du , Xulu Zhang , Xiao-Yong Wei , Qing Li

Conversational text-to-speech (TTS) aims to synthesize speech with proper prosody of reply based on the historical conversation. However, it is still a challenge to comprehensively model the conversation, and a majority of conversational…

声音 · 计算机科学 2023-05-04 Jinlong Xue , Yayue Deng , Fengping Wang , Ya Li , Yingming Gao , Jianhua Tao , Jianqing Sun , Jiaen Liang

Spontaneous style speech synthesis, which aims to generate human-like speech, often encounters challenges due to the scarcity of high-quality data and limitations in model capabilities. Recent language model-based TTS systems can be trained…

声音 · 计算机科学 2024-07-19 Weiqin Li , Peiji Yang , Yicheng Zhong , Yixuan Zhou , Zhisheng Wang , Zhiyong Wu , Xixin Wu , Helen Meng

Audio editing aims to manipulate audio content based on textual descriptions, supporting tasks such as adding, removing, or replacing audio events. Despite recent progress, the lack of high-quality benchmark datasets and comprehensive…

声音 · 计算机科学 2026-02-03 Yuhang Jia , Hui Wang , Xin Nie , Yujie Guo , Lianru Gao , Yong Qin