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End-to-end (E2E) models have been explored for large speech corpora and have been found to match or outperform traditional pipeline-based systems in some languages. However, most prior work on end-to-end models use speech corpora exceeding…

音频与语音处理 · 电气工程与系统科学 2019-06-25 Brij Mohan Lal Srivastava , Basil Abraham , Sunayana Sitaram , Rupesh Mehta , Preethi Jyothi

Speech-to-text translation pertains to the task of converting speech signals in a language to text in another language. It finds its application in various domains, such as hands-free communication, dictation, video lecture transcription,…

计算与语言 · 计算机科学 2024-06-11 Nivedita Sethiya , Chandresh Kumar Maurya

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…

计算与语言 · 计算机科学 2019-10-09 Mattia Antonino Di Gangi , Matteo Negri , Marco Turchi

This paper presents our latest investigation on end-to-end automatic speech recognition (ASR) for overlapped speech. We propose to train an end-to-end system conditioned on speaker embeddings and further improved by transfer learning from…

音频与语音处理 · 电气工程与系统科学 2019-08-14 Pavel Denisov , Ngoc Thang Vu

Automated Speech Recognition (ASR) is an interdisciplinary application of computer science and linguistics that enable us to derive the transcription from the uttered speech waveform. It finds several applications in Military like…

计算与语言 · 计算机科学 2022-04-05 Priyank Dubey , Bilal Shah

Text-to-Speech (TTS) system is a system where speech is synthesized from a given text following any particular approach. Concatenative synthesis, Hidden Markov Model (HMM) based synthesis, Deep Learning (DL) based synthesis with multiple…

声音 · 计算机科学 2021-08-03 Prithwiraj Bhattacharjee , Rajan Saha Raju , Arif Ahmad , M. Shahidur Rahman

In this work, we present our deployment-ready Speech-to-Speech Machine Translation (SSMT) system for English-Hindi, English-Marathi, and Hindi-Marathi language pairs. We develop the SSMT system by cascading Automatic Speech Recognition…

The language diversity in India's education sector poses a significant challenge, hindering inclusivity. Despite the democratization of knowledge through online educational content, the dominance of English, as the internet's lingua franca,…

计算与语言 · 计算机科学 2024-03-08 Sai Akarsh , Vamshi Raghusimha , Anindita Mondal , Anil Vuppala

This research addresses the challenge of training an ASR model for personalized voices with minimal data. Utilizing just 14 minutes of custom audio from a YouTube video, we employ Retrieval-Based Voice Conversion (RVC) to create a custom…

计算与语言 · 计算机科学 2024-03-04 Aniket Tathe , Anand Kamble , Suyash Kumbharkar , Atharva Bhandare , Anirban C. Mitra

This paper presents HITSZ's submission for the IWSLT 2025 Indic track, focusing on speech-to-text translation (ST) for English-to-Indic and Indic-to-English language pairs. To enhance translation quality in this low-resource scenario, we…

计算与语言 · 计算机科学 2025-07-29 Xuchen Wei , Yangxin Wu , Yaoyin Zhang , Henglyu Liu , Kehai Chen , Xuefeng Bai , Min Zhang

End-to-end speech translation models have become a new trend in research due to their potential of reducing error propagation. However, these models still suffer from the challenge of data scarcity. How to effectively use unlabeled or other…

计算与语言 · 计算机科学 2021-06-21 Rong Ye , Mingxuan Wang , Lei Li

Multilingual end-to-end (E2E) models have shown great promise in expansion of automatic speech recognition (ASR) coverage of the world's languages. They have shown improvement over monolingual systems, and have simplified training and…

音频与语音处理 · 电气工程与系统科学 2019-09-13 Anjuli Kannan , Arindrima Datta , Tara N. Sainath , Eugene Weinstein , Bhuvana Ramabhadran , Yonghui Wu , Ankur Bapna , Zhifeng Chen , Seungji Lee

Current Text-to-Speech models pose a multilingual challenge, where most of the models traditionally focus on English and European languages, thereby hurting the potential to provide access to information to many more people. To address this…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Jaskaran Singh , Amartya Roy Chowdhury , Raghav Prabhakar , Varshul C. W

End-to-end text-to-speech (TTS) systems have been developed for European languages like English and Spanish with state-of-the-art speech quality, prosody, and naturalness. However, development of end-to-end TTS for Indian languages is…

计算与语言 · 计算机科学 2022-12-08 Ankur Debnath , Shridevi S Patil , Gangotri Nadiger , Ramakrishnan Angarai Ganesan

This paper describes the submission to the IWSLT 2021 offline speech translation task by the UPC Machine Translation group. The task consists of building a system capable of translating English audio recordings extracted from TED talks into…

计算与语言 · 计算机科学 2021-06-29 Gerard I. Gállego , Ioannis Tsiamas , Carlos Escolano , José A. R. Fonollosa , Marta R. Costa-jussà

We show that an end-to-end deep learning approach can be used to recognize either English or Mandarin Chinese speech--two vastly different languages. Because it replaces entire pipelines of hand-engineered components with neural networks,…

In this paper, we propose a simple yet effective framework for multilingual end-to-end speech translation (ST), in which speech utterances in source languages are directly translated to the desired target languages with a universal…

计算与语言 · 计算机科学 2019-11-01 Hirofumi Inaguma , Kevin Duh , Tatsuya Kawahara , Shinji Watanabe

Code-switching is a widely prevalent linguistic phenomenon in multilingual societies like India. Building speech-to-text models for code-switched speech is challenging due to limited availability of datasets. In this work, we focus on the…

计算与语言 · 计算机科学 2024-06-18 Bhavani Shankar , Preethi Jyothi , Pushpak Bhattacharyya

The success in designing Code-Switching (CS) ASR often depends on the availability of the transcribed CS resources. Such dependency harms the development of ASR in low-resourced languages such as Bengali and Hindi. In this paper, we exploit…

计算与语言 · 计算机科学 2022-02-16 Amir Hussein , Shammur Chowdhury , Najim Dehak , Ahmed Ali

In this work, we extend ClariNet (Ping et al., 2019), a fully end-to-end speech synthesis model (i.e., text-to-wave), to generate high-fidelity speech from multiple speakers. To model the unique characteristic of different voices, low…

计算与语言 · 计算机科学 2019-07-11 Jihyun Park , Kexin Zhao , Kainan Peng , Wei Ping
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