ViSpeR: Multilingual Audio-Visual Speech Recognition
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Abstract (arXiv)
This work presents an extensive and detailed study on Audio-Visual Speech Recognition (AVSR) for five widely spoken languages: Chinese, Spanish, English, Arabic, and French. We have collected large-scale datasets for each language except for English, and have engaged in the training of supervised learning models. Our model, ViSpeR, is trained in a multi-lingual setting, resulting in competitive performance on newly established benchmarks for each language. The datasets and models are released to the community with an aim to serve as a foundation for triggering and feeding further research work and exploration on Audio-Visual Speech Recognition, an increasingly important area of research. Code available at hrefhttps://github.com/YasserdahouML/visperhttps://github.com/YasserdahouML/visper.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 13 of its 19 references that are in the map. First posted on arXiv 27 May 2024.
Builds on
13 of 19 references.
References · 13
- 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 4,057
- 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,384
- 2023Scaling Speech Technology to 1,000+ Languagescited by 411
- 2021GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audiocited by 399
- 2018LRS3-TED: a large-scale dataset for visual speech recognitioncited by 308
- 2022Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Predictioncited by 287
- 2023Auto-AVSR: Audio-Visual Speech Recognition with Automatic Labelscited by 114
- 2019Recurrent Neural Network Transducer for Audio-Visual Speech Recognitioncited by 74
- 2021YOLO5Face: Why Reinventing a Face Detectorcited by 44
- 2023MuAViC: A Multilingual Audio-Visual Corpus for Robust Speech Recognition and Robust Speech-to-Text Translationcited by 39
- 2022Deep Learning for Visual Speech Analysis: A Surveycited by 21
- 2023Visual Speech Recognition for Languages with Limited Labeled Data using Automatic Labels from Whispercited by 13
1 more
- 2023Do VSR Models Generalize Beyond LRS3?cited by 9
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2 papers.