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2021 | OriginalPaper | Chapter

Audio Surveillance: Detection of Audio-Based Emergency Situations

Authors : Zhandos Dosbayev, Rustam Abdrakhmanov, Oxana Akhmetova, Marat Nurtas, Zhalgasbek Iztayev, Lyazzat Zhaidakbaeva, Lazzat Shaimerdenova

Published in: Advances in Computational Collective Intelligence

Publisher: Springer International Publishing

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Abstract

The subject of the study was the recognition of sounds of critical situations in the audio signal. The term “critical situation” is understood as an event, the characteristic sound signs of which can speak about acoustic artifacts as a shot, a scream, a glass crash, an explosion, a siren, etc.. The paper considers the scope of audio analytics, its advantages, the history of spectral analysis, as well as analyzes and selects tools for further development of system components. In the paper, we propose our dataset that consists of 14 classes that contains 1000 sounds of each, and a model to detect emergency situations using audio processing and analytics.

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Tharwat, A., Mahdi, H., Elhoseny, M., Hassanien, A.E.: Recognizing human activity in mobile crowdsensing environment using optimized k-NN algorithm. Exp. Syst. Appl. 107, 32–44 (2018)CrossRef

Vanus, J., et al.: Monitoring of the daily living activities in smart home care. Hum. Centr. Comput. Inf. Sci. 7(1), 30 (2017)CrossRef

Bux, A., Angelov, P., Habib, Z.: Vision based human activity recognition: a review. In: Angelov, P., Gegov, A., Jayne, C., Shen, Q. (eds.) Advances in Computational Intelligence Systems. AISC, vol. 513, pp. 341–371. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-46562-3_23CrossRef

Leo, M., Medioni, G., Trivedi, M., Kanade, T., Farinella, G.M.: Computer vision for assistive technologies. Comput. Vis. Image Understand. 154, 1–15 (2017)CrossRef

Muhammad, K., Ahmad, J., Lv, Z., Bellavista, P., Yang, P., Baik, S.W.: Efficient deep CNN-based fire detection and localization in video surveillance applications. IEEE Trans. Syst. Man Cybernet. Syst. 49(7), 1419–1434 (2018)CrossRef

Goldenberg, A., et al.: Use of ShotSpotter detection technology decreases prehospital time for patients sustaining gunshot wounds. J. Trauma Acute Care Surg. 87(6), 1253–1259 (2019)CrossRef

Weiss, A., Halevi, O., Manus, H., Springer, D.: U.S. Patent No. 10,021,457. U.S. Patent and Trademark Office, Washington, DC (2018)

http://www.audioanalytic.com/

Virtanen, T., Plumbley, M.D., Ellis, D. (eds.): Computational analysis of sound scenes and events, pp. 3–12. Springer, Berlin (2018)CrossRef

10.

Gabriel, D., Kojima, R., Hoshiba, K., Itoyama, K., Nishida, K., Nakadai, K.: 2D sound source position estimation using microphone arrays and its application to a VR-based bird song analysis system. Adv. Robot. 33(7–8), 403–414 (2019)CrossRef

11.

Morehead, A., Ogden, L., Magee, G., Hosler, R., White, B., Mohler, G.: Low cost gunshot detection using deep learning on the raspberry pi. In: 2019 IEEE International Conference on Big Data (Big Data), pp. 3038–3044. IEEE (2019)

12.

Alsina-Pagès, R.M., Navarro, J., Alías, F., Hervás, M.: homesound: Real-time audio event detection based on high performance computing for behaviour and surveillance remote monitoring. Sensors 17(4), 854 (2017)CrossRef

13.

Wang, K., Yang, L., Yang, B.: Audio event detection and classification using extended R-FCN approach. In: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2017 Workshop (DCASE2017), pp. 128–132 (2017)

14.

Choi, I., Bae, S.H., Kim, N.S.: Deep convolutional neural network with structured prediction for weakly supervised audio event detection. Appl. Sci. 9(11), 2302 (2019)CrossRef

15.

Romanov, S.A., Kharkovchuk, N.A., Sinelnikov, M.R., Abrash, M.R., Filinkov, V.: Development of an non-speech audio event detection system. In: 2020 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering (EIConRus), pp. 1421–1423. IEEE (2020)

16.

Bello, J.P., Mydlarz, C., Salamon, J.: Sound analysis in smart cities. In: Virtanen, T., Plumbley, M.D., Ellis, D. (eds.) Computational Analysis of Sound Scenes and Events, pp. 373–397. Springer International Publishing, Cham (2018). https://doi.org/10.1007/978-3-319-63450-0_13CrossRef

17.

Tseng, S.Y., Li, J., Wang, Y., Szurley, J., Metze, F., Das, S.: Multiple instance deep learning for weakly supervised small-footprint audio event detection (2017). https://arxiv.org/abs/1712.09673

18.

Cao, Y., Iqbal, T., Kong, Q., Galindo, M., Wang, W., Plumbley, M.: Two-stage sound event localization and detection using intensity vector and generalized cross-correlation. DCASE2019 Challenge, Tech. Rep. (2019)

19.

Cerutti, G., Prasad, R., Brutti, A., Farella, E.: Neural network distillation on IoT platforms for sound event detection. Proc. Interspeech 2019, 3609–3613 (2019)

20.

Zinemanas, P., Cancela, P., Rocamora, M.: MAVD: A Dataset for Sound Event Detection in Urban Environments (2019)

21.

Wu, D.: An audio classification approach based on machine learning. In: 2019 International Conference on Intelligent Transportation, Big Data & Smart City (ICITBS), pp. 626–629. IEEE (2019)

22.

Alías, F., Alsina-Pagès, R.M.: Review of wireless acoustic sensor networks for environmental noise monitoring in smart cities. J. Sens. 2019, 1–13 (2019)CrossRef

23.

McFee, B., Salamon, J., Bello, J.P.: Adaptive pooling operators for weakly labeled sound event detection. IEEE/ACM Trans. Audio Speech Lang. Process. 26(11), 2180–2193 (2018)CrossRef

24.

Sammarco, M., Detyniecki, M.: Car accident detection and reconstruction through sound analysis with Crashzam. In: Donnellan, B., Klein, C., Helfert, M., Gusikhin, O. (eds.) SMARTGREENS/VEHITS -2018. CCIS, vol. 992, pp. 159–180. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-26633-2_8CrossRef

Title: Audio Surveillance: Detection of Audio-Based Emergency Situations
Authors: Zhandos Dosbayev
Rustam Abdrakhmanov
Oxana Akhmetova
Marat Nurtas
Zhalgasbek Iztayev
Lyazzat Zhaidakbaeva
Lazzat Shaimerdenova
Publisher: Springer International Publishing
Book: Advances in Computational Collective Intelligence
Print ISBN: 978-3-030-88112-2

Electronic ISBN: 978-3-030-88113-9

Copyright Year: 2021
DOI: https://doi.org/10.1007/978-3-030-88113-9_33

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