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Deepfake audio detection is challenging for low-resource languages like Bengali due to limited datasets and subtle acoustic features. To address this, we introduce BangalFake, a Bengali Deepfake Audio Dataset with 12,260 real and 13,260…

声音 · 计算机科学 2025-05-19 Istiaq Ahmed Fahad , Kamruzzaman Asif , Sifat Sikder

Cross-speaker style transfer is crucial to the applications of multi-style and expressive speech synthesis at scale. It does not require the target speakers to be experts in expressing all styles and to collect corresponding recordings for…

声音 · 计算机科学 2021-07-28 Shifeng Pan , Lei He

Transformer-based text to speech (TTS) model (e.g., Transformer TTS~\cite{li2019neural}, FastSpeech~\cite{ren2019fastspeech}) has shown the advantages of training and inference efficiency over RNN-based model (e.g.,…

音频与语音处理 · 电气工程与系统科学 2020-08-04 Mingjian Chen , Xu Tan , Yi Ren , Jin Xu , Hao Sun , Sheng Zhao , Tao Qin , Tie-Yan Liu

Speech synthesis (text to speech, TTS) and recognition (automatic speech recognition, ASR) are important speech tasks, and require a large amount of text and speech pairs for model training. However, there are more than 6,000 languages in…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Jin Xu , Xu Tan , Yi Ren , Tao Qin , Jian Li , Sheng Zhao , Tie-Yan Liu

This paper explores multi-modal controllable Text-to-Speech Synthesis (TTS) where the voice can be generated from face image, and the characteristics of output speech (e.g., pace, noise level, distance, tone, place) can be controllable with…

音频与语音处理 · 电气工程与系统科学 2025-05-27 Minsu Kim , Pingchuan Ma , Honglie Chen , Stavros Petridis , Maja Pantic

We propose a novel training strategy for Tacotron-based text-to-speech (TTS) system to improve the expressiveness of speech. One of the key challenges in prosody modeling is the lack of reference that makes explicit modeling difficult. The…

声音 · 计算机科学 2021-04-13 Rui Liu , Berrak Sisman , Guanglai Gao , Haizhou Li

Creating synthetic voices with found data is challenging, as real-world recordings often contain various types of audio degradation. One way to address this problem is to pre-enhance the speech with an enhancement model and then use the…

音频与语音处理 · 电气工程与系统科学 2023-10-03 Yusheng Tian , Wei Liu , Tan Lee

The availability of data in expressive styles across languages is limited, and recording sessions are costly and time consuming. To overcome these issues, we demonstrate how to build low-resource, neural text-to-speech (TTS) voices with…

音频与语音处理 · 电气工程与系统科学 2022-08-01 Giulia Comini , Goeric Huybrechts , Manuel Sam Ribeiro , Adam Gabrys , Jaime Lorenzo-Trueba

Several studies have proposed deep-learning-based models to predict the mean opinion score (MOS) of synthesized speech, showing the possibility of replacing human raters. However, inter- and intra-rater variability in MOSs makes it hard to…

音频与语音处理 · 电气工程与系统科学 2020-12-03 Yeunju Choi , Youngmoon Jung , Hoirin Kim

Whilst recent neural text-to-speech (TTS) approaches produce high-quality speech, they typically require a large amount of recordings from the target speaker. In previous work, a 3-step method was proposed to generate high-quality TTS while…

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

Multilingual task-oriented dialogue (ToD) facilitates access to services and information for many (communities of) speakers. Nevertheless, the potential of this technology is not fully realised, as current datasets for multilingual ToD -…

计算与语言 · 计算机科学 2023-05-24 Olga Majewska , Evgeniia Razumovskaia , Edoardo Maria Ponti , Ivan Vulić , Anna Korhonen

We present lightweight flow matching multilingual text-to-speech (TTS) systems for Ojibwe, Mi'kmaq, and Maliseet, three Indigenous languages in North America. Our results show that training a multilingual TTS model on three typologically…

计算与语言 · 计算机科学 2025-02-06 Shenran Wang , Changbing Yang , Mike Parkhill , Chad Quinn , Christopher Hammerly , Jian Zhu

While neural text-to-speech (TTS) has achieved human-like natural synthetic speech, multilingual TTS systems are limited to resource-rich languages due to the need for paired text and studio-quality audio data. This paper proposes a method…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Takaaki Saeki , Soumi Maiti , Xinjian Li , Shinji Watanabe , Shinnosuke Takamichi , Hiroshi Saruwatari

Recent advances in neural TTS have led to models that can produce high-quality synthetic speech. However, these models typically require large amounts of training data, which can make it costly to produce a new voice with the desired…

音频与语音处理 · 电气工程与系统科学 2020-08-25 Marcel de Korte , Jaebok Kim , Esther Klabbers

Automatic detection of prominence at the word and syllable-levels is critical for building computer-assisted language learning systems. It has been shown that prosody embeddings learned by the current state-of-the-art (SOTA) text-to-speech…

While massively multilingual speech models like wav2vec 2.0 XLSR-128 can be directly fine-tuned for automatic speech recognition (ASR), downstream performance can still be relatively poor on languages that are under-represented in the…

音频与语音处理 · 电气工程与系统科学 2024-02-06 Nay San , Georgios Paraskevopoulos , Aryaman Arora , Xiluo He , Prabhjot Kaur , Oliver Adams , Dan Jurafsky

In Mandarin text-to-speech (TTS) system, the front-end text processing module significantly influences the intelligibility and naturalness of synthesized speech. Building a typical pipeline-based front-end which consists of multiple…

计算与语言 · 计算机科学 2019-11-12 Junjie Pan , Xiang Yin , Zhiling Zhang , Shichao Liu , Yang Zhang , Zejun Ma , Yuxuan Wang

This study aims to develop a semi-automatically labelled prosody database for Hindi, for enhancing the intonation component in ASR and TTS systems, which is also helpful for building Speech to Speech Machine Translation systems. Although no…

计算与语言 · 计算机科学 2021-12-14 Esha Banerjee , Atul Kr. Ojha , Girish Nath Jha

Accented text-to-speech (TTS) synthesis seeks to generate speech with an accent (L2) as a variant of the standard version (L1). Accented TTS synthesis is challenging as L2 is different from L1 in both in terms of phonetic rendering and…

声音 · 计算机科学 2022-09-23 Rui Liu , Berrak Sisman , Guanglai Gao , Haizhou Li