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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Lipper: Synthesizing Thy Speech Using Multi-View Lipreading

February 1, 2023

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Authors

Yaman Kumar

Adobe


Rohit Jain

Netaji Subhas Institute of Technology


Khwaja Mohd. Salik

Netaji Subhas Institute of Technology


Rajiv Ratn Shah

Indraprastha Institute of Information Technology, Delhi


Yifang Yin

National University of Singapore


Roger Zimmermann

National University of Singapore


DOI:

10.1609/aaai.v33i01.33012588


Abstract:

Lipreading has a lot of potential applications such as in the domain of surveillance and video conferencing. Despite this, most of the work in building lipreading systems has been limited to classifying silent videos into classes representing text phrases. However, there are multiple problems associated with making lipreading a text-based classification task like its dependence on a particular language and vocabulary mapping. Thus, in this paper we propose a multi-view lipreading to audio system, namely Lipper, which models it as a regression task. The model takes silent videos as input and produces speech as the output. With multi-view silent videos, we observe an improvement over single-view speech reconstruction results. We show this by presenting an exhaustive set of experiments for speaker-dependent, out-of-vocabulary and speaker-independent settings. Further, we compare the delay values of Lipper with other speechreading systems in order to show the real-time nature of audio produced. We also perform a user study for the audios produced in order to understand the level of comprehensibility of audios produced using Lipper.

Topics: AAAI

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HOW TO CITE:

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann Lipper: Synthesizing Thy Speech Using Multi-View Lipreading Proceedings of the AAAI Conference on Artificial Intelligence (2019) 2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann Lipper: Synthesizing Thy Speech Using Multi-View Lipreading AAAI 2019, 2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann (2019). Lipper: Synthesizing Thy Speech Using Multi-View Lipreading. Proceedings of the AAAI Conference on Artificial Intelligence, 2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. Lipper: Synthesizing Thy Speech Using Multi-View Lipreading. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. 2019. Lipper: Synthesizing Thy Speech Using Multi-View Lipreading. "Proceedings of the AAAI Conference on Artificial Intelligence". 2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. (2019) "Lipper: Synthesizing Thy Speech Using Multi-View Lipreading", Proceedings of the AAAI Conference on Artificial Intelligence, p.2588-2595

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann, "Lipper: Synthesizing Thy Speech Using Multi-View Lipreading", AAAI, p.2588-2595, 2019.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. "Lipper: Synthesizing Thy Speech Using Multi-View Lipreading". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. "Lipper: Synthesizing Thy Speech Using Multi-View Lipreading". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 2588-2595.

Yaman Kumar||Rohit Jain||Khwaja Mohd. Salik||Rajiv Ratn Shah||Yifang Yin||Roger Zimmermann. Lipper: Synthesizing Thy Speech Using Multi-View Lipreading. AAAI[Internet]. 2019[cited 2023]; 2588-2595.


ISSN: 2374-3468


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