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2022 | OriginalPaper | Chapter

A Critical Insight into Automatic Visual Speech Recognition System

Authors : Kiran Suryavanshi, Suvarnsing Bhable, Charansing Kayte

Published in: Artificial Intelligence and Speech Technology

Publisher: Springer International Publishing

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Abstract

This research paper investigated the robustness of the Automatic Visual Speech Recognition System (AVSR), for acoustic models that are based on GMM and DNNs. Most of the recent survey literature is surpassed in this article. Which shows how, over the last 30 years, analysis and product growth on AVSR robustness in noisy acoustic conditions has progressed? There are various categories of languages covered, with coverage, development processes, Corpus, and granularity varying. The key advantage of deep-learning tools, including a deeply convoluted neural network, a bi-directional long-term memory grid, a 3D convolutional neural network, and others, is that they are relatively easy to solve such problems, which are indissolubly linked to feature extraction and complex audiovisual fusion. Its objective is to act as an AVSR representative.

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Literature
1.
go back to reference Grudin, A.J.: A Moving Target—The Evolution of Human-Computer Interaction. Taylor and Francis, New York (2012) Grudin, A.J.: A Moving Target—The Evolution of Human-Computer Interaction. Taylor and Francis, New York (2012)
3.
go back to reference Hassanat, A.: Visual Speech Recognition. InTech, London (June 2011) Hassanat, A.: Visual Speech Recognition. InTech, London (June 2011)
5.
go back to reference Sterpu, G., Saam, C., Harte, N.: Attention-based Audio-Visual Fusion for Robust Automatic Speech Recognition. arXiv:1809.01728v3 [eess.AS]. Accessed 1 May 2019 Sterpu, G., Saam, C., Harte, N.: Attention-based Audio-Visual Fusion for Robust Automatic Speech Recognition. arXiv:​1809.​01728v3 [eess.AS]. Accessed 1 May 2019
6.
go back to reference Tamazin, M., Gouda, A., Khedr, M.: Enhanced automatic speech recognition system based on enhancing power-normalized cepstral coefficients. Appl. Sci. 9, 2166 (2019)CrossRef Tamazin, M., Gouda, A., Khedr, M.: Enhanced automatic speech recognition system based on enhancing power-normalized cepstral coefficients. Appl. Sci. 9, 2166 (2019)CrossRef
7.
go back to reference Deshmukh, A.M.: Comparison of Hidden Markov Model and Recurrent Neural Network in Automatic SpeechRecognition. EJERS Eur. J. Eng. Res. Sci. 5(8), 958–965 (2020)CrossRef Deshmukh, A.M.: Comparison of Hidden Markov Model and Recurrent Neural Network in Automatic SpeechRecognition. EJERS Eur. J. Eng. Res. Sci. 5(8), 958–965 (2020)CrossRef
8.
go back to reference Panda, A.K., Sahoo, A.K.: Study of Speaker Recognition Systems (2011) Panda, A.K., Sahoo, A.K.: Study of Speaker Recognition Systems (2011)
9.
go back to reference Akkas Ali, M.D., Hossain, M., Bhuiyan, M.N.: Automatic speech recognition technique for Bangla words. Int. J. Adv. Sci. Technol. 50 (2013) Akkas Ali, M.D., Hossain, M., Bhuiyan, M.N.: Automatic speech recognition technique for Bangla words. Int. J. Adv. Sci. Technol. 50 (2013)
10.
go back to reference Gales, M., Young, S.: The application of hidden Markov models in speech recognition. Sign. Process. 1(3), 195–304 (2007)MATH Gales, M., Young, S.: The application of hidden Markov models in speech recognition. Sign. Process. 1(3), 195–304 (2007)MATH
11.
go back to reference Dua, M., Saini, P., Kaur, P.: Hindi automatic speech recognition using HTK (June 2013) Dua, M., Saini, P., Kaur, P.: Hindi automatic speech recognition using HTK (June 2013)
12.
go back to reference Bansal, P., Dev, A., Jain, S.B.: Automatic speaker identification using vector quantization. Asian J. Inform. Technol. 6(9), 938–942 (2007) Bansal, P., Dev, A., Jain, S.B.: Automatic speaker identification using vector quantization. Asian J. Inform. Technol. 6(9), 938–942 (2007)
13.
go back to reference Mahalakshmi, P., Muruganandam, M., Sharmila, A.: Voice recognition security system using Mel-frequency cepstrum coefficients. Innovare Acad. Sci. 9(Suppl), 3 (2016) Mahalakshmi, P., Muruganandam, M., Sharmila, A.: Voice recognition security system using Mel-frequency cepstrum coefficients. Innovare Acad. Sci. 9(Suppl), 3 (2016)
14.
go back to reference Kumar, M., Rajput, N., Verma, A.: A large-vocabulary continuous speech recognition system for Hindi. IBM J. Res. Dev. 48(5.6), 703–715 (2004)CrossRef Kumar, M., Rajput, N., Verma, A.: A large-vocabulary continuous speech recognition system for Hindi. IBM J. Res. Dev. 48(5.6), 703–715 (2004)CrossRef
16.
go back to reference Chelaru, M.I., Dragoi, V.: Negative correlations in visual cortical networks. Cereb Cortex. 26(1), 246–256 (2016)CrossRef Chelaru, M.I., Dragoi, V.: Negative correlations in visual cortical networks. Cereb Cortex. 26(1), 246–256 (2016)CrossRef
18.
go back to reference Young, T., Hazarik, D., Poria, S., Cambria, E.: Recent Trends in Deep Learning Based Natural Language Processing. arXiv:1708.02709v8 [cs.CL]. Accessed 25 Nov 2018 Young, T., Hazarik, D., Poria, S., Cambria, E.: Recent Trends in Deep Learning Based Natural Language Processing. arXiv:​1708.​02709v8 [cs.CL]. Accessed 25 Nov 2018
19.
go back to reference Stafylakis, T., Tzimiropoulos, G.: Zero-shot keyword spotting for visual speech recognition in-the-wild. In: 15th European Conference, Munich, Germany, Proceedings, Part IV, 8–14 Sept (2018) Stafylakis, T., Tzimiropoulos, G.: Zero-shot keyword spotting for visual speech recognition in-the-wild. In: 15th European Conference, Munich, Germany, Proceedings, Part IV, 8–14 Sept (2018)
20.
go back to reference Yang, S., et al.: LRW-1000: A Naturally-Distributed Large-Scale Benchmark for Lip Reading in the Wild. arXiv:1810.06990 [cs.CV]. Accessed 24 Apr 2019 Yang, S., et al.: LRW-1000: A Naturally-Distributed Large-Scale Benchmark for Lip Reading in the Wild. arXiv:​1810.​06990 [cs.CV]. Accessed 24 Apr 2019
21.
go back to reference Pramuk, B.: Proposal of a review valuable advices on the theory of sup- of cosmetics items. In: Proceedings of 2019 4th International Conference on Information Technology (2019) Pramuk, B.: Proposal of a review valuable advices on the theory of sup- of cosmetics items. In: Proceedings of 2019 4th International Conference on Information Technology (2019)
23.
go back to reference Lu, Y., Li, H.: Automatic lip-reading system based on deep convolutional neural network and attention-based long short-term memory. Appl. Sci. 9(8), 1599 (2019)MathSciNetCrossRef Lu, Y., Li, H.: Automatic lip-reading system based on deep convolutional neural network and attention-based long short-term memory. Appl. Sci. 9(8), 1599 (2019)MathSciNetCrossRef
24.
go back to reference Gautam, B.: Image Compression Using Discrete Cosine Transform and Discrete Wavelet Transform (2010) Gautam, B.: Image Compression Using Discrete Cosine Transform and Discrete Wavelet Transform (2010)
Metadata
Title
A Critical Insight into Automatic Visual Speech Recognition System
Authors
Kiran Suryavanshi
Suvarnsing Bhable
Charansing Kayte
Copyright Year
2022
DOI
https://doi.org/10.1007/978-3-030-95711-7_1

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