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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 11: IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations

EasySED: Trusted Sound Event Detection with Self-Distillation

February 1, 2023

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Authors

Qingsong Zhou

Harbin Institute of Technology, Shenzhen, China


Kele Xu

College of Computer, National University of Defense Technology, Changsha, China National Key Laboratory of Parallel and Distributed Processing, National University of Defense Technology, China


Ming Feng

Tongji University, China


DOI:

10.1609/aaai.v36i11.21739


Abstract:

Sound event detection aims to identify the sound events in the audio recordings, whose applications seem to be evident in our daily life, such as the surveillance and monitoring applications. In this paper, we present a novel framework for the detection task, by combining using several improvements. To compress the model efficiently while retaining the detection accuracy, the self-distillation paradigm is employed to improve offline training. To empower the machines with the ability of uncertainty estimation, the Monte Carlo dropout is used in our framework. Moreover, the inference data augmentation strategy is utilized to improve the robustness of the detection task. Lastly, we present an interactive interface, which can be used to visualize the detection and the uncertainty for the prediction. We hope our tool can be helpful for practical machine listening.

Topics: AAAI

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HOW TO CITE:

Qingsong Zhou||Kele Xu||Ming Feng EasySED: Trusted Sound Event Detection with Self-Distillation Proceedings of the AAAI Conference on Artificial Intelligence (2022) 13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng EasySED: Trusted Sound Event Detection with Self-Distillation AAAI 2022, 13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng (2022). EasySED: Trusted Sound Event Detection with Self-Distillation. Proceedings of the AAAI Conference on Artificial Intelligence, 13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng. EasySED: Trusted Sound Event Detection with Self-Distillation. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng. 2022. EasySED: Trusted Sound Event Detection with Self-Distillation. "Proceedings of the AAAI Conference on Artificial Intelligence". 13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng. (2022) "EasySED: Trusted Sound Event Detection with Self-Distillation", Proceedings of the AAAI Conference on Artificial Intelligence, p.13236-13238

Qingsong Zhou||Kele Xu||Ming Feng, "EasySED: Trusted Sound Event Detection with Self-Distillation", AAAI, p.13236-13238, 2022.

Qingsong Zhou||Kele Xu||Ming Feng. "EasySED: Trusted Sound Event Detection with Self-Distillation". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng. "EasySED: Trusted Sound Event Detection with Self-Distillation". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 13236-13238.

Qingsong Zhou||Kele Xu||Ming Feng. EasySED: Trusted Sound Event Detection with Self-Distillation. AAAI[Internet]. 2022[cited 2023]; 13236-13238.


ISSN: 2374-3468


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