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Human can recognize speech, as well as the peculiar accent of the speech simultaneously. However, present state-of-the-art ASR system can rarely do that. In this paper, we propose a multilingual approach to recognizing English speech, and…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-11 Yizhou Peng , Jicheng Zhang , Haobo Zhang , Haihua Xu , Hao Huang , Eng Siong Chng

Disentangling speaker and content attributes of a speech signal into separate latent representations followed by decoding the content with an exchanged speaker representation is a popular approach for voice conversion, which can be trained…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-07 Michael Kuhlmann , Fritz Seebauer , Janek Ebbers , Petra Wagner , Reinhold Haeb-Umbach

End-to-end speech translation relies on data that pair source-language speech inputs with corresponding translations into a target language. Such data are notoriously scarce, making synthetic data augmentation by back-translation or…

Computation and Language · Computer Science 2023-06-12 Tsz Kin Lam , Shigehiko Schamoni , Stefan Riezler

Different languages have distinct phonetic systems and vary in their prosodic features making it challenging to develop a Text-to-Speech (TTS) model that can effectively synthesise speech in multilingual settings. Furthermore, TTS…

Computation and Language · Computer Science 2024-06-26 Yingting Li , Ambuj Mehrish , Bryan Chew , Bo Cheng , Soujanya Poria

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…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-28 Tae-Ho Kim , Sungjae Cho , Shinkook Choi , Sejik Park , Soo-Young Lee

The effects of language mismatch impact speech anti-spoofing systems, while investigations and quantification of these effects remain limited. Existing anti-spoofing datasets are mainly in English, and the high cost of acquiring…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-22 Tianchi Liu , Ivan Kukanov , Zihan Pan , Qiongqiong Wang , Hardik B. Sailor , Kong Aik Lee

Recently, end-to-end multi-speaker text-to-speech (TTS) systems gain success in the situation where a lot of high-quality speech plus their corresponding transcriptions are available. However, laborious paired data collection processes…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-05 Tao Tu , Yuan-Jui Chen , Alexander H. Liu , Hung-yi Lee

Although there has been significant advancement in the field of speech-to-speech translation, conventional models still require language-parallel speech data between the source and target languages for training. In this paper, we introduce…

Computation and Language · Computer Science 2024-03-21 Seung-Bin Kim , Sang-Hoon Lee , Seong-Whan Lee

Language identification from speech is a common preprocessing step in many spoken language processing systems. In recent years, this field has seen fast progress, mostly due to the use of self-supervised models pretrained on multilingual…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-04 Kunnar Kukk , Tanel Alumäe

While Large Language Models (LLMs) have shown potential in speech generation and recognition, their applications are mainly confined to monolingual scenarios, with limited explorations in code-switched (CS) contexts. In this paper, we…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-25 Jing Xu , Daxin Tan , Jiaqi Wang , Xiao Chen

We propose a method of simulating the human process of foreign accentuation using Generative Spoken Language Model (GSLM) only with native speech corpora. When one listens to spoken words of a foreign language and repeats them, the repeated…

Sound · Computer Science 2024-07-17 Kentaro Onda , Joonyong Park , Nobuaki Minematsu , Daisuke Saito

Incorporating cross-speaker style transfer in text-to-speech (TTS) models is challenging due to the need to disentangle speaker and style information in audio. In low-resource expressive data scenarios, voice conversion (VC) can generate…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-27 Lucas H. Ueda , Leonardo B. de M. M. Marques , Flávio O. Simões , Mário U. Neto , Fernando Runstein , Bianca Dal Bó , Paula D. P. Costa

We present a methodology to train our multi-speaker emotional text-to-speech synthesizer that can express speech for 10 speakers' 7 different emotions. All silences from audio samples are removed prior to learning. This results in fast…

Computation and Language · Computer Science 2021-12-08 Sungjae Cho , Soo-Young Lee

How to make human-interpreter-like read/write decisions for simultaneous speech translation (SimulST) systems? Current state-of-the-art systems formulate SimulST as a multi-turn dialogue task, requiring specialized interleaved training data…

Computation and Language · Computer Science 2026-02-02 Haotian Tan , Hiroki Ouchi , Sakriani Sakti

In this paper we investigate cross-lingual Text-To-Speech (TTS) synthesis through the lens of adapters, in the context of lightweight TTS systems. In particular, we compare the tasks of unseen speaker and language adaptation with the goal…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-26 Alessio Falai , Ziyao Zhang , Akos Gangoly

Nowadays, training end-to-end neural models for spoken language translation (SLT) still has to confront with extreme data scarcity conditions. The existing SLT parallel corpora are indeed orders of magnitude smaller than those available for…

Computation and Language · Computer Science 2019-10-09 Mattia Antonino Di Gangi , Matteo Negri , Marco Turchi

Speech synthesis technology has witnessed significant advancements in recent years, enabling the creation of natural and expressive synthetic speech. One area of particular interest is the generation of synthetic child speech, which…

Sound · Computer Science 2023-11-09 Rishabh Jain , Peter Corcoran

Simultaneous speech-to-text translation (SimulST) translates source-language speech into target-language text concurrently with the speaker's speech, ensuring low latency for better user comprehension. Despite its intended application to…

Computation and Language · Computer Science 2024-12-25 Sara Papi , Peter Polak , Ondřej Bojar , Dominik Macháček

We propose autoencoding speaker conversion for training data augmentation in automatic speech translation. This technique directly transforms an audio sequence, resulting in audio synthesized to resemble another speaker's voice. Our method…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-28 Arya D. McCarthy , Liezl Puzon , Juan Pino

Speech synthesis has significantly advanced from statistical methods to deep neural network architectures, leading to various text-to-speech (TTS) models that closely mimic human speech patterns. However, capturing nuances such as emotion…

Sound · Computer Science 2025-01-14 Shaozuo Zhang , Ambuj Mehrish , Yingting Li , Soujanya Poria