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Neural TTS has shown it can generate high quality synthesized speech. In this paper, we investigate the multi-speaker latent space to improve neural TTS for adapting the system to new speakers with only several minutes of speech or…

音频与语音处理 · 电气工程与系统科学 2019-09-04 Yan Deng , Lei He , Frank Soong

Voice recognition and speaker identification are vital for applications in security and personal assistants. This paper presents a lightweight 1D-Convolutional Neural Network (1D-CNN) designed to perform speaker identification on minimal…

声音 · 计算机科学 2024-11-25 Irfan Nafiz Shahan , Pulok Ahmed Auvi

While the use of deep neural networks has significantly boosted speaker recognition performance, it is still challenging to separate speakers in poor acoustic environments. To improve robustness of speaker recognition system performance in…

音频与语音处理 · 电气工程与系统科学 2020-05-19 Yanpei Shi , Qiang Huang , Thomas Hain

In recent years, an association is established between faces and voices of celebrities leveraging large scale audio-visual information from YouTube. The availability of large scale audio-visual datasets is instrumental in developing speaker…

声音 · 计算机科学 2023-02-28 Saqlain Hussain Shah , Muhammad Saad Saeed , Shah Nawaz , Muhammad Haroon Yousaf

Speaker recognition technology is applied to various tasks, from personal virtual assistants to secure access systems. However, the robustness of these systems against adversarial attacks, particularly to additive perturbations, remains a…

声音 · 计算机科学 2024-12-19 Dmitrii Korzh , Elvir Karimov , Mikhail Pautov , Oleg Y. Rogov , Ivan Oseledets

By representing speaker characteristic as a single fixed-length vector extracted solely from speech, we can train a neural multi-speaker speech synthesis model by conditioning the model on those vectors. This model can also be adapted to…

音频与语音处理 · 电气工程与系统科学 2019-10-09 Hieu-Thi Luong , Junichi Yamagishi

Voice conversion systems have made significant advancements in terms of naturalness and similarity in common voice conversion tasks. However, their performance in more complex tasks such as cross-lingual voice conversion and expressive…

音频与语音处理 · 电气工程与系统科学 2023-07-04 Houjian Guo , Chaoran Liu , Carlos Toshinori Ishi , Hiroshi Ishiguro

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

We propose using self-supervised discrete representations for the task of speech resynthesis. To generate disentangled representation, we separately extract low-bitrate representations for speech content, prosodic information, and speaker…

In this paper, we present Reshape Dimensions Network (ReDimNet), a novel neural network architecture for extracting utterance-level speaker representations. Our approach leverages dimensionality reshaping of 2D feature maps to 1D signal…

音频与语音处理 · 电气工程与系统科学 2024-09-26 Ivan Yakovlev , Rostislav Makarov , Andrei Balykin , Pavel Malov , Anton Okhotnikov , Nikita Torgashov

We formulated non-speech vocalization (NSV) modeling as a text-to-speech task and verified its viability. Specifically, we evaluated the phonetic expressivity of HUBERT speech units on NSVs and verified our model's ability to control over…

声音 · 计算机科学 2022-06-28 Chin-Cheng Hsu

Since the first speech recognition systems were built more than 30 years ago, improvement in voice technology has enabled applications such as smart assistants and automated customer support. However, conversation intelligence of the future…

音频与语音处理 · 电气工程与系统科学 2024-02-15 Desh Raj

One-shot voice cloning aims to transform speaker voice and speaking style in speech synthesized from a text-to-speech (TTS) system, where only a shot recording from the target reference speech can be used. Out-of-domain transfer is still a…

声音 · 计算机科学 2022-02-25 Rui Li , Dong Pu , Minnie Huang , Bill Huang

The vast majority of speech separation methods assume that the number of speakers is known in advance, hence they are specific to the number of speakers. By contrast, a more realistic and challenging task is to separate a mixture in which…

声音 · 计算机科学 2022-03-31 Zhenhao Jin , Xiang Hao , Xiangdong Su

Typically, singing voice conversion (SVC) depends on an embedding vector, extracted from either a speaker lookup table (LUT) or a speaker recognition network (SRN), to model speaker identity. However, singing contains more expressive…

音频与语音处理 · 电气工程与系统科学 2022-07-07 Xu Li , Shansong Liu , Ying Shan

Traditional speech separation and speaker diarization approaches rely on prior knowledge of target speakers or a predetermined number of participants in audio signals. To address these limitations, recent advances focus on developing…

The objective of this work is to train noise-robust speaker embeddings adapted for speaker diarisation. Speaker embeddings play a crucial role in the performance of diarisation systems, but they often capture spurious information such as…

声音 · 计算机科学 2022-11-04 You Jin Kim , Hee-Soo Heo , Jee-weon Jung , Youngki Kwon , Bong-Jin Lee , Joon Son Chung

Vocoders received renewed attention as main components in statistical parametric text-to-speech (TTS) synthesis and speech transformation systems. Even though there are vocoding techniques give almost accepted synthesized speech, their high…

声音 · 计算机科学 2021-06-22 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Géza Németh

We propose a novel two-stage text-to-speech (TTS) framework with two types of discrete tokens, i.e., semantic and acoustic tokens, for high-fidelity speech synthesis. It features two core components: the Interpreting module, which processes…

音频与语音处理 · 电气工程与系统科学 2024-06-26 Joun Yeop Lee , Myeonghun Jeong , Minchan Kim , Ji-Hyun Lee , Hoon-Young Cho , Nam Soo Kim

Segmenting vocal tract articulators in real-time MRI (rtMRI) is a challenging dynamic image segmentation problem characterized by low contrast, rapid motion, and limited spatial resolution. However, while rtMRI acquisitions may provide…