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Related papers: AlignSTS: Speech-to-Singing Conversion via Cross-M…

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How can we learn unified representations for spoken utterances and their written text? Learning similar representations for semantically similar speech and text is important for speech translation. To this end, we propose ConST, a…

Computation and Language · Computer Science 2022-05-06 Rong Ye , Mingxuan Wang , Lei Li

Singing Voice Synthesis (SVS) remains constrained in practical deployment due to its strong dependence on accurate phoneme-level alignment and manually annotated melody contours, requirements that are resource-intensive and hinder…

Sound · Computer Science 2025-12-05 Junjie Zheng , Chunbo Hao , Guobin Ma , Xiaoyu Zhang , Gongyu Chen , Chaofan Ding , Zihao Chen , Lei Xie

Simultaneous speech-to-speech translation (Simul-S2ST, a.k.a streaming speech translation) outputs target speech while receiving streaming speech inputs, which is critical for real-time communication. Beyond accomplishing translation…

Computation and Language · Computer Science 2024-06-06 Shaolei Zhang , Qingkai Fang , Shoutao Guo , Zhengrui Ma , Min Zhang , Yang Feng

Automatic song writing aims to compose a song (lyric and/or melody) by machine, which is an interesting topic in both academia and industry. In automatic song writing, lyric-to-melody generation and melody-to-lyric generation are two…

Sound · Computer Science 2020-12-10 Zhonghao Sheng , Kaitao Song , Xu Tan , Yi Ren , Wei Ye , Shikun Zhang , Tao Qin

We introduce the visual acoustic matching task, in which an audio clip is transformed to sound like it was recorded in a target environment. Given an image of the target environment and a waveform for the source audio, the goal is to…

Computer Vision and Pattern Recognition · Computer Science 2022-06-15 Changan Chen , Ruohan Gao , Paul Calamia , Kristen Grauman

End-to-end simultaneous speech translation (SST), which directly translates speech in one language into text in another language in real-time, is useful in many scenarios but has not been fully investigated. In this work, we propose…

Computation and Language · Computer Science 2021-06-10 Xingshan Zeng , Liangyou Li , Qun Liu

Speech-to-speech translation (S2ST) has been advanced with large language models (LLMs), which are fine-tuned on discrete speech units. In such approaches, modality adaptation from text to speech has been an issue. LLMs are trained on…

Computation and Language · Computer Science 2025-06-13 Hayato Futami , Emiru Tsunoo , Yosuke Kashiwagi , Yuki Ito , Hassan Shahmohammadi , Siddhant Arora , Shinji Watanabe

Direct speech-to-speech translation (S2ST) has gradually become popular as it has many advantages compared with cascade S2ST. However, current research mainly focuses on the accuracy of semantic translation and ignores the speech style…

Sound · Computer Science 2023-07-26 Kun Song , Yi Ren , Yi Lei , Chunfeng Wang , Kun Wei , Lei Xie , Xiang Yin , Zejun Ma

Automatic evaluation of ST systems is typically performed by comparing translation hypotheses with one or more reference translations. While effective to some extent, this approach inherits the limitation of reference-based evaluation that…

Computation and Language · Computer Science 2026-04-09 Mauro Cettolo , Marco Gaido , Matteo Negri , Sara Papi , Luisa Bentivogli

In this paper, we address the problem of lip-voice synchronisation in videos containing human face and voice. Our approach is based on determining if the lips motion and the voice in a video are synchronised or not, depending on their…

Computer Vision and Pattern Recognition · Computer Science 2022-07-01 Venkatesh S. Kadandale , Juan F. Montesinos , Gloria Haro

Recent breakthroughs in singing voice synthesis (SVS) have heightened the demand for high-quality annotated datasets, yet manual annotation remains prohibitively labor-intensive and resource-intensive. Existing automatic singing annotation…

Sound · Computer Science 2025-07-10 Wenxiang Guo , Yu Zhang , Changhao Pan , Zhiyuan Zhu , Ruiqi Li , Zhetao Chen , Wenhao Xu , Fei Wu , Zhou Zhao

In speech translation, leveraging multimodal data to improve model performance and address limitations of individual modalities has shown significant effectiveness. In this paper, we harness the complementary strengths of speech and text,…

Computation and Language · Computer Science 2023-05-24 Wenbiao Yin , Zhicheng Liu , Chengqi Zhao , Tao Wang , Jian Tong , Rong Ye

In this paper our goal is to convert a set of spoken lines into sung ones. Unlike previous signal processing based methods, we take a learning based approach to the problem. This allows us to automatically model various aspects of this…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-18 Jayneel Parekh , Preeti Rao , Yi-Hsuan Yang

This paper proposes a novel sequence-to-sequence (seq2seq) model with a musical note position-aware attention mechanism for singing voice synthesis (SVS). A seq2seq modeling approach that can simultaneously perform acoustic and temporal…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-16 Yukiya Hono , Kei Hashimoto , Yoshihiko Nankaku , Keiichi Tokuda

Recent speech language models (SLMs) typically incorporate pre-trained speech models to extend the capabilities from large language models (LLMs). In this paper, we propose a Descriptive Speech-Text Alignment approach that leverages speech…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-28 Ke-Han Lu , Zhehuai Chen , Szu-Wei Fu , He Huang , Boris Ginsburg , Yu-Chiang Frank Wang , Hung-yi Lee

End-to-end speech translation (ST) is the task of translating speech signals in the source language into text in the target language. As a cross-modal task, end-to-end ST is difficult to train with limited data. Existing methods often try…

Computation and Language · Computer Science 2023-05-26 Yan Zhou , Qingkai Fang , Yang Feng

Singing voice beat tracking is a challenging task, due to the lack of musical accompaniment that often contains robust rhythmic and harmonic patterns, something most existing beat tracking systems utilize and can be essential for estimating…

Sound · Computer Science 2025-03-14 Jiajun Deng , Yaolong Ju , Jing Yang , Simon Lui , Xunying Liu

Text to speech (TTS) and automatic speech recognition (ASR) are two dual tasks in speech processing and both achieve impressive performance thanks to the recent advance in deep learning and large amount of aligned speech and text data.…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-28 Yi Ren , Xu Tan , Tao Qin , Sheng Zhao , Zhou Zhao , Tie-Yan Liu

Current Text-to-Speech (TTS) systems typically use separate models for speech-prompted and text-prompted timbre control. While unifying both control signals into a single model is desirable, the challenge of cross-modal alignment often…

Sound · Computer Science 2026-03-18 Zihao Zheng , Wen Wu , Chao Zhang , Mengyue Wu , Xuenan Xu

Despite recent advances in speech-to-speech translation (S2ST), it remains difficult to achieve both high translation accuracy and practical flexibility. In this paper, we present S2ST-Omni, a compositional S2ST framework that integrates a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-07 Yu Pan , Xiongfei Wu , Yuguang Yang , Jixun Yao , Lei Ma , Jianjun Zhao