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In this paper, we propose a novel voice conversion strategy to resolve the mismatch between the training and conversion scenarios when parallel speech corpus is unavailable for training. Based on auto-encoder and disentanglement frameworks,…

音频与语音处理 · 电气工程与系统科学 2020-11-05 Yoohwan Kwon , Soo-Whan Chung , Hee-Soo Heo , Hong-Goo Kang

In recent years, neural network based methods for multi-speaker text-to-speech synthesis (TTS) have made significant progress. However, the current speaker encoder models used in these methods still cannot capture enough speaker…

声音 · 计算机科学 2022-03-29 Jinlong Xue , Yayue Deng , Yichen Han , Ya Li , Jianqing Sun , Jiaen Liang

The presence of multiple talkers in the surrounding environment poses a difficult challenge for real-time speech communication systems considering the constraints on network size and complexity. In this paper, we present Personalized…

音频与语音处理 · 电气工程与系统科学 2021-06-09 Ritwik Giri , Shrikant Venkataramani , Jean-Marc Valin , Umut Isik , Arvindh Krishnaswamy

Nowadays, as more and more systems achieve good performance in traditional voice conversion (VC) tasks, people's attention gradually turns to VC tasks under extreme conditions. In this paper, we propose a novel method for zero-shot voice…

声音 · 计算机科学 2023-04-04 Haozhe Zhang , Zexin Cai , Xiaoyi Qin , Ming Li

We propose a method for speech-to-speech emotionpreserving translation that operates at the level of discrete speech units. Our approach relies on the use of multilingual emotion embedding that can capture affective information in a…

音频与语音处理 · 电气工程与系统科学 2023-07-03 Jarod Duret , Titouan Parcollet , Yannick Estève

Mellotron is a multispeaker voice synthesis model based on Tacotron 2 GST that can make a voice emote and sing without emotive or singing training data. By explicitly conditioning on rhythm and continuous pitch contours from an audio signal…

声音 · 计算机科学 2019-10-29 Rafael Valle , Jason Li , Ryan Prenger , Bryan Catanzaro

The goal of this work is to simultaneously generate natural talking faces and speech outputs from text. We achieve this by integrating Talking Face Generation (TFG) and Text-to-Speech (TTS) systems into a unified framework. We address the…

计算机视觉与模式识别 · 计算机科学 2024-05-17 Youngjoon Jang , Ji-Hoon Kim , Junseok Ahn , Doyeop Kwak , Hong-Sun Yang , Yoon-Cheol Ju , Il-Hwan Kim , Byeong-Yeol Kim , Joon Son Chung

Self-supervised learning (SSL) has reduced the reliance on expensive labeling in speech technologies by learning meaningful representations from unannotated data. Since most SSL-based downstream tasks prioritize content information in…

声音 · 计算机科学 2025-05-27 Giuseppe Ruggiero , Matteo Testa , Jurgen Van de Walle , Luigi Di Caro

We present a novel approach for generating realistic speaking and talking faces by synthesizing a person's voice and facial movements from a static image, a voice profile, and a target text. The model encodes the prompt/driving text, the…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Aashish Chandra , Aashutosh A , Abhijit Das

A speaker extraction algorithm seeks to extract the target speaker's speech from a multi-talker speech mixture. The prior studies focus mostly on speaker extraction from a highly overlapped multi-talker speech mixture. However, the…

音频与语音处理 · 电气工程与系统科学 2022-09-01 Zexu Pan , Meng Ge , Haizhou Li

Despite the recent success of deep learning for many speech processing tasks, single-microphone, speaker-independent speech separation remains challenging for two main reasons. The first reason is the arbitrary order of the target and…

声音 · 计算机科学 2018-04-19 Yi Luo , Zhuo Chen , Nima Mesgarani

Objective. In this article, we present data and methods for decoding speech articulations using surface electromyogram (EMG) signals. EMG-based speech neuroprostheses offer a promising approach for restoring audible speech in individuals…

计算与语言 · 计算机科学 2025-10-07 Harshavardhana T. Gowda , Zachary D. McNaughton , Lee M. Miller

This paper presents a novel wireless silent speech interface (SSI) integrating multi-channel textile-based EMG electrodes into headphone earmuff for real-time, hands-free communication. Unlike conventional patch-based EMG systems, which…

In this paper, we explore a method for training speech-to-speech translation tasks without any transcription or linguistic supervision. Our proposed method consists of two steps: First, we train and generate discrete representation with…

计算与语言 · 计算机科学 2019-10-08 Andros Tjandra , Sakriani Sakti , Satoshi Nakamura

Sign language understanding has made significant strides; however, there is still no viable solution for generating sign sequences directly from entire spoken content, e.g., text or speech. In this paper, we propose a unified framework for…

计算与语言 · 计算机科学 2024-07-19 Jian Ma , Wenguan Wang , Yi Yang , Feng Zheng

In this paper we present the first model for directly synthesizing fluent, natural-sounding spoken audio captions for images that does not require natural language text as an intermediate representation or source of supervision. Instead, we…

计算与语言 · 计算机科学 2021-01-01 Wei-Ning Hsu , David Harwath , Christopher Song , James Glass

In this paper we demonstrate continuous noisy speech recognition using connectionist temporal classification (CTC) model on limited Chinese vocabulary using electroencephalography (EEG) features with no speech signal as input and we further…

音频与语音处理 · 电气工程与系统科学 2020-03-02 Gautam Krishna , Co Tran , Yan Han , Mason Carnahan , Ahmed H Tewfik

Decoding imagined speech from non-invasive brain recordings is challenging because imagined datasets are scarce and difficult to align temporally across subjects and sessions In this work, we propose a new approach to the decoding of…

机器学习 · 计算机科学 2026-05-11 Maryam Maghsoudi , Shihab Shamma

Expressive voice conversion aims to transfer both speaker identity and expressive attributes from a target speech to a given source speech. In this work, we improve over a self-supervised, non-autoregressive framework with a conditional…

声音 · 计算机科学 2025-06-05 Seymanur Akti , Tuan Nam Nguyen , Alexander Waibel

Emotion plays a significant role in speech interaction, conveyed through tone, pitch, and rhythm, enabling the expression of feelings and intentions beyond words to create a more personalized experience. However, most existing speaker…

音频与语音处理 · 电气工程与系统科学 2025-06-02 Jixun Yao , Hexin Liu , Eng Siong Chng , Lei Xie