WIFI-Based Robust Child Presence Detection for Smart Cars

Sakila S. Jayaweera, Beibei Wang, Xiaolu Zeng, Wei Hsiang Wang, K. J. Ray Liu

科研成果: 书/报告/会议事项章节会议稿件同行评审

5 引用 (Scopus)
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摘要

In-car child presence detection (CPD) has gained worldwide attention due to increased child deaths reported yearly when they are left unattended in a car. Existing solutions usually require dedicated sensors and are being surpassed by WiFi-based CPD because the latter can provide broader coverage and can reuse the in-car WiFi devices. However, the existing WiFi-based CPD solutions are not robust and may suffer from miss detection due to the very weak breathing of a young child and high false alarms under unfavorable environmental conditions. In this paper, we propose a WiFi-based robust CPD system consisting of a motion and breathing detector. To improve breathing detection, we propose to treat the intermediate spectrogram for breathing estimation as images and apply image enhancement techniques followed by effective false alarm removal. Extensive experimental results have confirmed the robustness of the proposed system with a 99% detection accuracy and 3% false alarm rate.

源语言英语
主期刊名ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781728163277
DOI
出版状态已出版 - 2023
已对外发布
活动48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023 - Rhodes Island, 希腊
期限: 4 6月 202310 6月 2023

出版系列

姓名ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
ISSN(印刷版)1520-6149

会议

会议48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023
国家/地区希腊
Rhodes Island
时期4/06/2310/06/23

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引用此

Jayaweera, S. S., Wang, B., Zeng, X., Wang, W. H., & Ray Liu, K. J. (2023). WIFI-Based Robust Child Presence Detection for Smart Cars. 在 ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP49357.2023.10096908