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Related papers: SpeechBrain: A General-Purpose Speech Toolkit

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SpeechBrain is an open-source Conversational AI toolkit based on PyTorch, focused particularly on speech processing tasks such as speech recognition, speech enhancement, speaker recognition, text-to-speech, and much more. It promotes…

SpeechPy is an open source Python package that contains speech preprocessing techniques, speech features, and important post-processing operations. It provides most frequent used speech features including MFCCs and filterbank energies…

Sound · Computer Science 2018-07-25 Amirsina Torfi

PaddleSpeech is an open-source all-in-one speech toolkit. It aims at facilitating the development and research of speech processing technologies by providing an easy-to-use command-line interface and a simple code structure. This paper…

Audio and Speech Processing · Electrical Eng. & Systems 2022-05-25 Hui Zhang , Tian Yuan , Junkun Chen , Xintong Li , Renjie Zheng , Yuxin Huang , Xiaojie Chen , Enlei Gong , Zeyu Chen , Xiaoguang Hu , Dianhai Yu , Yanjun Ma , Liang Huang

We present ESPnet-SpeechLM, an open toolkit designed to democratize the development of speech language models (SpeechLMs) and voice-driven agentic applications. The toolkit standardizes speech processing tasks by framing them as universal…

Language assessment plays a crucial role in diagnosing and treating individuals with speech, language, and communication disorders caused by neurogenic conditions, whether developmental or acquired. However, current assessment methods are…

Computation and Language · Computer Science 2024-03-19 Charalambos Themistocleous

Speaker modeling is essential for many related tasks, such as speaker recognition and speaker diarization. The dominant modeling approach is fixed-dimensional vector representation, i.e., speaker embedding. This paper introduces a research…

Recent innovations in self-supervised representation learning have led to remarkable advances in natural language processing. That said, in the speech processing domain, self-supervised representation learning-based systems are not yet…

Computation and Language · Computer Science 2022-03-02 Hagai Aronowitz , Itai Gat , Edmilson Morais , Weizhong Zhu , Ron Hoory

NeurST is an open-source toolkit for neural speech translation. The toolkit mainly focuses on end-to-end speech translation, which is easy to use, modify, and extend to advanced speech translation research and products. NeurST aims at…

Computation and Language · Computer Science 2021-06-16 Chengqi Zhao , Mingxuan Wang , Qianqian Dong , Rong Ye , Lei Li

We introduce pyannote.audio, an open-source toolkit written in Python for speaker diarization. Based on PyTorch machine learning framework, it provides a set of trainable end-to-end neural building blocks that can be combined and jointly…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-05 Hervé Bredin , Ruiqing Yin , Juan Manuel Coria , Gregory Gelly , Pavel Korshunov , Marvin Lavechin , Diego Fustes , Hadrien Titeux , Wassim Bouaziz , Marie-Philippe Gill

As communications are increasingly taking place virtually, the ability to present well online is becoming an indispensable skill. Online speakers are facing unique challenges in engaging with remote audiences. However, there has been a lack…

Human-Computer Interaction · Computer Science 2023-09-12 Zeyuan Huang , Qiang He , Kevin Maher , Xiaoming Deng , Yu-Kun Lai , Cuixia Ma , Sheng-feng Qin , Yong-Jin Liu , Hongan Wang

Spoken Language Understanding (SLU) is one of the core components of a task-oriented dialogue system, which aims to extract the semantic meaning of user queries (e.g., intents and slots). In this work, we introduce OpenSLU, an open-source…

Computation and Language · Computer Science 2023-05-18 Libo Qin , Qiguang Chen , Xiao Xu , Yunlong Feng , Wanxiang Che

This paper introduces SpeeChain, an open-source Pytorch-based toolkit designed to develop the machine speech chain for large-scale use. This first release focuses on the TTS-to-ASR chain, a core component of the machine speech chain, that…

Computation and Language · Computer Science 2023-01-10 Heli Qi , Sashi Novitasari , Andros Tjandra , Sakriani Sakti , Satoshi Nakamura

Amphion is an open-source toolkit for Audio, Music, and Speech Generation, targeting to ease the way for junior researchers and engineers into these fields. It presents a unified framework that includes diverse generation tasks and models,…

Automatic Speech Recognition and Text-to-Speech systems are primarily trained in a supervised fashion and require high-quality, accurately labeled speech datasets. In this work, we examine common problems with speech data and introduce a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-10 Evelina Bakhturina , Vitaly Lavrukhin , Boris Ginsburg

We present ESPnet-ST, which is designed for the quick development of speech-to-speech translation systems in a single framework. ESPnet-ST is a new project inside end-to-end speech processing toolkit, ESPnet, which integrates or newly…

Computation and Language · Computer Science 2020-10-01 Hirofumi Inaguma , Shun Kiyono , Kevin Duh , Shigeki Karita , Nelson Enrique Yalta Soplin , Tomoki Hayashi , Shinji Watanabe

This paper introduces ClearerVoice-Studio, an open-source, AI-powered speech processing toolkit designed to bridge cutting-edge research and practical application. Unlike broad platforms like SpeechBrain and ESPnet, ClearerVoice-Studio…

Sound · Computer Science 2025-06-25 Shengkui Zhao , Zexu Pan , Bin Ma

Recently, the computational neuroscience community has pushed for more transparent and reproducible methods across the field. In the interest of unifying the domain of auditory neuroscience, naplib-python provides an intuitive and general…

Neurons and Cognition · Quantitative Biology 2023-09-20 Gavin Mischler , Vinay Raghavan , Menoua Keshishian , Nima Mesgarani

This paper describes the design and functionality of ConvoKit, an open-source toolkit for analyzing conversations and the social interactions embedded within. ConvoKit provides an unified framework for representing and manipulating…

Computation and Language · Computer Science 2020-05-12 Jonathan P. Chang , Caleb Chiam , Liye Fu , Andrew Z. Wang , Justine Zhang , Cristian Danescu-Niculescu-Mizil

There is a wide variety of speech processing tasks ranging from extracting content information from speech signals to generating speech signals. For different tasks, model networks are usually designed and tuned separately. If a universal…

Computation and Language · Computer Science 2021-06-01 Yi-Chen Chen , Po-Han Chi , Shu-wen Yang , Kai-Wei Chang , Jheng-hao Lin , Sung-Feng Huang , Da-Rong Liu , Chi-Liang Liu , Cheng-Kuang Lee , Hung-yi Lee

As Automatic Speech Processing (ASR) systems are getting better, there is an increasing interest of using the ASR output to do downstream Natural Language Processing (NLP) tasks. However, there are few open source toolkits that can be used…

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