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We present a framework for building speech-to-text translation (ST) systems using only monolingual speech and text corpora, in other words, speech utterances from a source language and independent text from a target language. As opposed to…

计算与语言 · 计算机科学 2018-11-06 Yu-An Chung , Wei-Hung Weng , Schrasing Tong , James Glass

We introduce a novel sequence-to-sequence (seq2seq) voice conversion (VC) model based on the Transformer architecture with text-to-speech (TTS) pretraining. Seq2seq VC models are attractive owing to their ability to convert prosody. While…

音频与语音处理 · 电气工程与系统科学 2019-12-17 Wen-Chin Huang , Tomoki Hayashi , Yi-Chiao Wu , Hirokazu Kameoka , Tomoki Toda

Style voice conversion aims to transform the style of source speech to a desired style according to real-world application demands. However, the current style voice conversion approach relies on pre-defined labels or reference speech to…

音频与语音处理 · 电气工程与系统科学 2023-12-27 Jixun Yao , Yuguang Yang , Yi Lei , Ziqian Ning , Yanni Hu , Yu Pan , Jingjing Yin , Hongbin Zhou , Heng Lu , Lei Xie

Multilingual self-supervised speech representation models have greatly enhanced the speech recognition performance for low-resource languages, and the compression of these huge models has also become a crucial prerequisite for their…

计算与语言 · 计算机科学 2023-06-05 Haoyu Wang , Siyuan Wang , Wei-Qiang Zhang , Jinfeng Bai

In this work, we introduce the Qwen-VL series, a set of large-scale vision-language models (LVLMs) designed to perceive and understand both texts and images. Starting from the Qwen-LM as a foundation, we endow it with visual capacity by the…

计算机视觉与模式识别 · 计算机科学 2023-10-16 Jinze Bai , Shuai Bai , Shusheng Yang , Shijie Wang , Sinan Tan , Peng Wang , Junyang Lin , Chang Zhou , Jingren Zhou

Zero-shot voice conversion (VC) converts source speech into the voice of any desired speaker using only one utterance of the speaker without requiring additional model updates. Typical methods use a speaker representation from a pre-trained…

音频与语音处理 · 电气工程与系统科学 2024-05-21 Zhichao Wang , Liumeng Xue , Qiuqiang Kong , Lei Xie , Yuanzhe Chen , Qiao Tian , Yuping Wang

The pre-trained vision-language model, exemplified by CLIP, advances zero-shot semantic segmentation by aligning visual features with class embeddings through a transformer decoder to generate semantic masks. Despite its effectiveness,…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Zicheng Zhang , Tong Zhang , Yi Zhu , Jianzhuang Liu , Xiaodan Liang , QiXiang Ye , Wei Ke

This paper presents a low-latency real-time (LLRT) non-parallel voice conversion (VC) framework based on cyclic variational autoencoder (CycleVAE) and multiband WaveRNN with data-driven linear prediction (MWDLP). CycleVAE is a robust…

声音 · 计算机科学 2021-07-06 Patrick Lumban Tobing , Tomoki Toda

Large language models show that simple autoregressive training can yield scalable and coherent generation, but extending this paradigm to speech remains challenging due to the entanglement of semantic and acoustic information. Most existing…

机器学习 · 计算机科学 2026-03-06 Luca Della Libera , Cem Subakan , Mirco Ravanelli

Large-scale generative models such as GPT and DALL-E have revolutionized the research community. These models not only generate high fidelity outputs, but are also generalists which can solve tasks not explicitly taught. In contrast, speech…

音频与语音处理 · 电气工程与系统科学 2023-10-20 Matthew Le , Apoorv Vyas , Bowen Shi , Brian Karrer , Leda Sari , Rashel Moritz , Mary Williamson , Vimal Manohar , Yossi Adi , Jay Mahadeokar , Wei-Ning Hsu

Voice conversion (VC) is a task to transform a person's voice to different style while conserving linguistic contents. Previous state-of-the-art on VC is based on sequence-to-sequence (seq2seq) model, which could mislead linguistic…

音频与语音处理 · 电气工程与系统科学 2019-11-28 Tae-Ho Kim , Sungjae Cho , Shinkook Choi , Sejik Park , Soo-Young Lee

Voice conversion (VC) is a task that transforms voice from target audio to source without losing linguistic contents, it is challenging especially when source and target speakers are unseen during training (zero-shot VC). Previous…

声音 · 计算机科学 2021-04-14 Shijun Wang , Damian Borth

Lipreading is an important technique for facilitating human-computer interaction in noisy environments. Our previously developed self-supervised learning method, AV2vec, which leverages multimodal self-distillation, has demonstrated…

音频与语音处理 · 电气工程与系统科学 2025-02-11 Jing-Xuan Zhang , Tingzhi Mao , Longjiang Guo , Jin Li , Lichen Zhang

We introduce HybridVC, a voice conversion (VC) framework built upon a pre-trained conditional variational autoencoder (CVAE) that combines the strengths of a latent model with contrastive learning. HybridVC supports text and audio prompts,…

声音 · 计算机科学 2024-09-26 Xinlei Niu , Jing Zhang , Charles Patrick Martin

This work introduces MELA-TTS, a novel joint transformer-diffusion framework for end-to-end text-to-speech synthesis. By autoregressively generating continuous mel-spectrogram frames from linguistic and speaker conditions, our architecture…

音频与语音处理 · 电气工程与系统科学 2026-01-27 Keyu An , Zhiyu Zhang , Changfeng Gao , Yabin Li , Zhendong Peng , Haoxu Wang , Zhihao Du , Han Zhao , Zhifu Gao , Xiangang Li

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

Applying x-vectors for speaker verification has recently attracted great interest, with the focus being on text-independent speaker verification. In this paper, we study x-vectors for text-dependent speaker verification (TD-SV), which…

音频与语音处理 · 电气工程与系统科学 2020-09-02 Achintya Kumar Sarkar , Zheng-Hua Tan

We present an open-source system designed for multilingual translation and speech regeneration, addressing challenges in communication and accessibility across diverse linguistic contexts. The system integrates Whisper for speech…

音频与语音处理 · 电气工程与系统科学 2025-07-04 Mateo Cámara , Juan Gutiérrez , María Pilar Daza , José Luis Blanco

Building cross-lingual voice conversion (VC) systems for multiple speakers and multiple languages has been a challenging task for a long time. This paper describes a parallel non-autoregressive network to achieve bilingual and code-switched…

音频与语音处理 · 电气工程与系统科学 2021-04-23 Yaogen Yang , Haozhe Zhang , Xiaoyi Qin , Shanshan Liang , Huahua Cui , Mingyang Xu , Ming Li

Recently, the application of diffusion probabilistic models has advanced speech enhancement through generative approaches. However, existing diffusion-based methods have focused on the generation process in high-dimensional waveform or…

声音 · 计算机科学 2025-01-20 Shengkui Zhao , Zexu Pan , Kun Zhou , Yukun Ma , Chong Zhang , Bin Ma