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Published in: Optical and Quantum Electronics 1/2024

01-01-2024

Simulation of optical image detection based on language activity detection algorithm in piano network teaching system

Author: Yayun Xiao

Published in: Optical and Quantum Electronics | Issue 1/2024

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Abstract

In the piano network teaching system, in order to ensure the teaching effect, it is necessary to monitor and evaluate the piano performance of students. In order to provide a better online piano teaching experience, it is necessary to combine machine learning and language activity detection algorithms. The machine learning algorithm can build an accurate language activity detection model by analyzing a large number of piano performance data and corresponding language activity data. As a non-contact monitoring method, light image detection can effectively detect students' piano performance while protecting their privacy. This paper presents an optical image detection method based on language activity detection algorithm. By analyzing the relationship between image features and language activities in light images, a model between light images and language activities is established. Then the model is used to detect and recognize the light image to judge whether the students are playing the piano. The experimental results show that the light image detection method based on language activity detection algorithm can accurately detect students' piano playing activities, and maintain good monitoring effect while protecting students' privacy. This method provides a new optical monitoring scheme for the simulation of piano network teaching system, which has high practicability and feasibility.

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Literature
go back to reference Badotra, S., Panda, S.N.: SNORT based early DDoS detection system using Opendaylight and open networking operating system in software defined networking. Clust. Comput. 24, 501–513 (2021)CrossRef Badotra, S., Panda, S.N.: SNORT based early DDoS detection system using Opendaylight and open networking operating system in software defined networking. Clust. Comput. 24, 501–513 (2021)CrossRef
go back to reference Beyan, C., Shahid, M., Murino, V.: RealVAD: a real-world dataset and a method for voice activity detection by body motion analysis. IEEE Trans. Multimed. 23, 2071–2085 (2020)CrossRef Beyan, C., Shahid, M., Murino, V.: RealVAD: a real-world dataset and a method for voice activity detection by body motion analysis. IEEE Trans. Multimed. 23, 2071–2085 (2020)CrossRef
go back to reference Dash, D., Ferrari, P., Dutta, S., Wang, J.: NeuroVAD: real-time voice activity detection from non-invasive neuromagnetic signals. Sensors 20(8), 2248–2260 (2020)CrossRefPubMedPubMedCentralADS Dash, D., Ferrari, P., Dutta, S., Wang, J.: NeuroVAD: real-time voice activity detection from non-invasive neuromagnetic signals. Sensors 20(8), 2248–2260 (2020)CrossRefPubMedPubMedCentralADS
go back to reference Dong, Y., Yang, W., Wang, J., et al.: MLW-gcForest: a multi-weighted gcForest model towards the staging of lung adenocarcinoma based on multi-modal genetic data. BMC Bioinform. 20, 485–496 (2019a)CrossRef Dong, Y., Yang, W., Wang, J., et al.: MLW-gcForest: a multi-weighted gcForest model towards the staging of lung adenocarcinoma based on multi-modal genetic data. BMC Bioinform. 20, 485–496 (2019a)CrossRef
go back to reference Dong, Y., Yang, W., Wang, J., et al.: MLW-gcForest: a multi-weighted gcForest model for cancer subtype classification by methylation data. Appl. Sci. 9(17), 15–20 (2019b)CrossRef Dong, Y., Yang, W., Wang, J., et al.: MLW-gcForest: a multi-weighted gcForest model for cancer subtype classification by methylation data. Appl. Sci. 9(17), 15–20 (2019b)CrossRef
go back to reference Edgardo, B., Brandão, N.B., Ribeiro, M.C., et al.: Dispersal movement through fragmented landscapes: the role of stepping stones and perceptual range. Landsc. Ecol. 36(11), 3249–3267 (2021)CrossRef Edgardo, B., Brandão, N.B., Ribeiro, M.C., et al.: Dispersal movement through fragmented landscapes: the role of stepping stones and perceptual range. Landsc. Ecol. 36(11), 3249–3267 (2021)CrossRef
go back to reference Getman, R., Helmi, M., Roberts, H., et al.: Vaccine hesitancy and online information: the influence of digital networks. Health Educ. Behav. 45(4), 599–606 (2018)CrossRefPubMed Getman, R., Helmi, M., Roberts, H., et al.: Vaccine hesitancy and online information: the influence of digital networks. Health Educ. Behav. 45(4), 599–606 (2018)CrossRefPubMed
go back to reference Koch, T., Windsperger, J.: Seeing through the network: competitive advantage in the digital economy. J. Organ. Des. 6, 1–30 (2017) Koch, T., Windsperger, J.: Seeing through the network: competitive advantage in the digital economy. J. Organ. Des. 6, 1–30 (2017)
go back to reference Manogaran, G., Shakeel, P.M., Fouad, H., et al.: Wearable IoT smart-log patch: an edge computing-based Bayesian deep learning network system for multi access physical monitoring system. Sensors 19(13), 3030–3036 (2019)CrossRefPubMedPubMedCentralADS Manogaran, G., Shakeel, P.M., Fouad, H., et al.: Wearable IoT smart-log patch: an edge computing-based Bayesian deep learning network system for multi access physical monitoring system. Sensors 19(13), 3030–3036 (2019)CrossRefPubMedPubMedCentralADS
go back to reference Romansky, R.: A survey of informatization and privacy in the digital age and basic principles of the new regulation. Int. J, Inf. Technol. Secur. 1(11), 95–106 (2019) Romansky, R.: A survey of informatization and privacy in the digital age and basic principles of the new regulation. Int. J, Inf. Technol. Secur. 1(11), 95–106 (2019)
go back to reference Shuo, C., Xiao, C.: The construction of internet+ piano intelligent network teaching system model. J. Intell. Fuzzy Syst. 37(5), 5819–5827 (2019)CrossRef Shuo, C., Xiao, C.: The construction of internet+ piano intelligent network teaching system model. J. Intell. Fuzzy Syst. 37(5), 5819–5827 (2019)CrossRef
go back to reference Tan, Z.H., Dehak, N.: rVAD: an unsupervised segment-based robust voice activity detection method. Comput. Speech Lang. 59, 1–21 (2020)CrossRef Tan, Z.H., Dehak, N.: rVAD: an unsupervised segment-based robust voice activity detection method. Comput. Speech Lang. 59, 1–21 (2020)CrossRef
go back to reference Vesperini, F., Gabrielli, L., Principi, E., Squartini, S.: Polyphonic sound event detection by using capsule neural networks. IEEE J. Sel. Top. Signal Process. 13(2), 310–322 (2019)CrossRefADS Vesperini, F., Gabrielli, L., Principi, E., Squartini, S.: Polyphonic sound event detection by using capsule neural networks. IEEE J. Sel. Top. Signal Process. 13(2), 310–322 (2019)CrossRefADS
go back to reference Watkins, J.A., Goudge, J., Gómez-Olivé, F.X., et al.: mHealth text and voice communication for monitoring people with chronic diseases in low-resource settings: a realist review. BMJ Glob. Health 3(2), 639–644 (2018)CrossRef Watkins, J.A., Goudge, J., Gómez-Olivé, F.X., et al.: mHealth text and voice communication for monitoring people with chronic diseases in low-resource settings: a realist review. BMJ Glob. Health 3(2), 639–644 (2018)CrossRef
go back to reference Xu, C., Zhao, W., Liu, J., et al.: An integrated decision-making framework for highway autonomous driving using combined learning and rule-based algorithm. IEEE Trans. Veh. Technol. 71(4), 3621–3632 (2022)CrossRef Xu, C., Zhao, W., Liu, J., et al.: An integrated decision-making framework for highway autonomous driving using combined learning and rule-based algorithm. IEEE Trans. Veh. Technol. 71(4), 3621–3632 (2022)CrossRef
go back to reference Yuchen, L., Yoong, C.Y.: Exploration and reflection of online piano teaching practice in Normal Universities in China. Environ.-Behav. Proc. J. 7(SI9), 543–546 (2022)CrossRef Yuchen, L., Yoong, C.Y.: Exploration and reflection of online piano teaching practice in Normal Universities in China. Environ.-Behav. Proc. J. 7(SI9), 543–546 (2022)CrossRef
Metadata
Title
Simulation of optical image detection based on language activity detection algorithm in piano network teaching system
Author
Yayun Xiao
Publication date
01-01-2024
Publisher
Springer US
Published in
Optical and Quantum Electronics / Issue 1/2024
Print ISSN: 0306-8919
Electronic ISSN: 1572-817X
DOI
https://doi.org/10.1007/s11082-023-05752-2

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