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Large-scale, weakly-supervised speech recognition models, such as Whisper, have demonstrated impressive results on speech recognition across domains and languages. However, their application to long audio transcription via buffered or…

声音 · 计算机科学 2023-07-12 Max Bain , Jaesung Huh , Tengda Han , Andrew Zisserman

In this report, we describe our submission to the Ego4D AudioVisual (AV) Speech Transcription Challenge 2022. Our pipeline is based on AVATAR, a state of the art encoder-decoder model for AV-ASR that performs early fusion of spectrograms…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Paul Hongsuck Seo , Arsha Nagrani , Cordelia Schmid

This report describes our approach for the Audio-Visual Diarization (AVD) task of the Ego4D Challenge 2022. Specifically, we present multiple technical improvements over the official baselines. First, we improve the detection performance of…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Kyle Min

This report introduces our novel method named STHG for the Audio-Visual Diarization task of the Ego4D Challenge 2023. Our key innovation is that we model all the speakers in a video using a single, unified heterogeneous graph learning…

计算机视觉与模式识别 · 计算机科学 2023-11-02 Kyle Min

In this report, we describe our submitted system for track 2 of the VoxCeleb Speaker Recognition Challenge 2022 (VoxSRC-22). We fuse a variety of good-performing models ranging from supervised models to self-supervised learning(SSL)…

声音 · 计算机科学 2022-09-26 Gang Liu , Tianyan Zhou , Yong Zhao , Yu Wu , Zhuo Chen , Yao Qian , Jian Wu

Verbatim transcription for automatic speaking assessment demands accurate capture of disfluencies, crucial for downstream tasks like error analysis and feedback. However, many ASR systems discard or generalize hesitations, losing important…

计算与语言 · 计算机科学 2025-07-28 Jhen-Ke Lin , Hao-Chien Lu , Chung-Chun Wang , Hong-Yun Lin , Berlin Chen

Audio-Visual Speech Recognition (AVSR) uses lip-based video to improve performance in noise. Since videos are harder to obtain than audio, the video training data of AVSR models is usually limited to a few thousand hours. In contrast,…

音频与语音处理 · 电气工程与系统科学 2024-11-21 Andrew Rouditchenko , Yuan Gong , Samuel Thomas , Leonid Karlinsky , Hilde Kuehne , Rogerio Feris , James Glass

This report describes the submission system of the GIST-AiTeR team at the 2022 VoxCeleb Speaker Recognition Challenge (VoxSRC) Track 4. Our system mainly includes speech enhancement, voice activity detection , multi-scaled speaker…

音频与语音处理 · 电气工程与系统科学 2022-10-07 Dongkeon Park , Yechan Yu , Kyeong Wan Park , Ji Won Kim , Hong Kook Kim

In this paper, we focus on Whisper, a recent automatic speech recognition model trained with a massive 680k hour labeled speech corpus recorded in diverse conditions. We first show an interesting finding that while Whisper is very robust…

声音 · 计算机科学 2023-10-10 Yuan Gong , Sameer Khurana , Leonid Karlinsky , James Glass

We present the Open ASR Leaderboard, a reproducible benchmarking platform with community contributions from academia and industry. It compares 86 open-source and proprietary systems across 12 datasets, with English short- and long-form and…

Meetings are a valuable yet challenging scenario for speech applications due to complex acoustic conditions. This paper summarizes the outcomes of the MISP 2025 Challenge, hosted at Interspeech 2025, which focuses on multi-modal,…

This paper introduces GigaSpeech, an evolving, multi-domain English speech recognition corpus with 10,000 hours of high quality labeled audio suitable for supervised training, and 40,000 hours of total audio suitable for semi-supervised and…

This technical report describes our system for track 1, 2 and 4 of the VoxCeleb Speaker Recognition Challenge 2022 (VoxSRC-22). By combining several ResNet variants, our submission for track 1 attained a minDCF of 0:090 with EER 1:401%. By…

音频与语音处理 · 电气工程与系统科学 2022-09-26 Qutang Cai , Guoqiang Hong , Zhijian Ye , Ximin Li , Haizhou Li

This paper presents a system for the 2024 Text-Dependent Speaker Verification (TdSV) Challenge. The system achieved a Minimum Detection Cost Function (MinDCF) of 0.0461 and an Equal Error Rate (EER) of 1.3\%. Our approach focused on…

声音 · 计算机科学 2026-05-15 Amir Mohammad Rostami , Pourya Jafarzadeh

This paper describes the XMUSPEECH speaker recognition and diarisation systems for the VoxCeleb Speaker Recognition Challenge 2021. For track 2, we evaluate two systems including ResNet34-SE and ECAPA-TDNN. For track 4, an important part of…

音频与语音处理 · 电气工程与系统科学 2021-09-07 Jie Wang , Fuchuang Tong , Zhicong Chen , Lin Li , Qingyang Hong , Haodong Zhou

This report describes the submission of the DKU-DukeECE-Lenovo team to the VoxCeleb Speaker Recognition Challenge (VoxSRC) 2021 track 4. Our system including a voice activity detection (VAD) model, a speaker embedding model, two…

音频与语音处理 · 电气工程与系统科学 2021-09-08 Weiqing Wang , Danwei Cai , Qingjian Lin , Lin Yang , Junjie Wang , Jin Wang , Ming Li

This report describes the submission system by the GIST-AiTeR team for the VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC-23) Track 4. Our submission system focuses on implementing diverse speaker diarization (SD) techniques, including…

音频与语音处理 · 电气工程与系统科学 2023-08-28 Dongkeon Park , Ji Won Kim , Kang Ryeol Kim , Do Hyun Lee , Hong Kook Kim

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

This report describes the UNISOUND submission for Track1 and Track2 of VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC 2023). We submit the same system on Track 1 and Track 2, which is trained with only VoxCeleb2-dev. Large-scale ResNet…

音频与语音处理 · 电气工程与系统科学 2023-08-25 Yu Zheng , Yajun Zhang , Chuanying Niu , Yibin Zhan , Yanhua Long , Dongxing Xu

We introduce Voxtral Realtime, a natively streaming automatic speech recognition model that matches offline transcription quality at sub-second latency. Unlike approaches that adapt offline models through chunking or sliding windows,…

人工智能 · 计算机科学 2026-04-07 Mistral-AI , : , Alexander H. Liu , Andy Ehrenberg , Andy Lo , Chen-Yo Sun , Guillaume Lample , Jean-Malo Delignon , Khyathi Raghavi Chandu , Patrick von Platen , Pavankumar Reddy Muddireddy , Rohin Arora , Sanchit Gandhi , Sandeep Subramanian , Soham Ghosh , Srijan Mishra , Abhinav Rastogi , Adrien Sadé , Alan Jeffares , Albert Jiang , Alexandre Cahill , Alexandre Gavaudan , Alexandre Sablayrolles , Amélie Héliou , Amos You , Andrew Bai , Angele Lenglemetz , Anmol Agarwal , Anton Eliseev , Antonia Calvi , Arjun Majumdar , Avi Sooriyarachchi , Baptiste Bout , Baptiste Rozière , Baudouin De Monicault , Benjamin Tibi , Charlotte Cronjäger , Clémence Lanfranchi , Connor Chen , Corentin Barreau , Corentin Sautier , Cyprien Courtot , Darius Dabert , Diego de las Casas , Elizaveta Demyanenko , Elliot Chane-Sane , Enguerrand Paquin , Etienne Goffinet , Fabien Niel , Faruk Ahmed , Federico Baldassarre , Gabrielle Berrada , Gaëtan Ecrepont , Gauthier Guinet , Genevieve Hayes , Georgii Novikov , Giada Pistilli , Guillaume Kunsch , Guillaume Martin , Guillaume Raille , Gunjan Dhanuka , Gunshi Gupta , Han Zhou , Harshil Shah , Hope McGovern , Hugo Thimonier , Indraneel Mukherjee , Irene Zhang , Jaeyoung Kim , Jan Ludziejewski , Jason Rute , Joachim Studnia , John Harvill , Jonas Amar , Joséphine Delas , Josselin Somerville Roberts , Julien Tauran , Karmesh Yadav , Kartik Khandelwal , Kilian Tep , Kush Jain , Laurence Aitchison , Laurent Fainsin , Léonard Blier , Lingxiao Zhao , Louis Martin , Lucile Saulnier , Luyu Gao , Maarten Buyl , Manan Sharma , Margaret Jennings , Marie Pellat , Mark Prins , Martin Alexandre , Mathieu Poirée , Mathilde Guillaumin , Matthieu Dinot , Matthieu Futeral , Maxime Darrin , Maximilian Augustin , Mert Unsal , Mia Chiquier , Minh-Quang Pham , Nathan Grinsztajn , Neha Gupta , Olivier Bousquet , Olivier Duchenne , Patricia Wang , Paul Jacob , Paul Wambergue , Paula Kurylowicz , Philippe Pinel , Philomène Chagniot , Pierre Stock , Piotr Miłoś , Prateek Gupta , Pravesh Agrawal , Quentin Torroba , Ram Ramrakhya , Rishi Shah , Romain Sauvestre , Roman Soletskyi , Rosalie Millner , Rupert Menneer , Sagar Vaze , Samuel Barry , Samuel Humeau , Sean Cha , Shashwat Verma , Siddhant Waghjale , Siddharth Gandhi , Simon Lepage , Sumukh Aithal , Szymon Antoniak , Teven Le Scao , Théo Cachet , Theo Simon Sorg , Thibaut Lavril , Thomas Chabal , Thomas Foubert , Thomas Robert , Thomas Wang , Tim Lawson , Tom Bewley , Tom Edwards , Tyler Wang , Umar Jamil , Umberto Tomasini , Valeriia Nemychnikova , Van Phung , Vedant Nanda , Victor Jouault , Vincent Maladière , Virgile Richard , Vladislav Bataev , Wassim Bouaziz , Wen-Ding Li , William Havard , William Marshall , Xinghui Li , Xingran Guo , Xinyu Yang , Yannic Neuhaus , Yassine El Ouahidi , Yassir Bendou , Yihan Wang , Yimu Pan , Zaccharie Ramzi , Zhenlin Xu
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