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Updated: May 10, 2025

Driving Under the Influence: How Music Listening Affects Driving Behaviors
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DUIncoder:从各种正常的驾驶数据中学习检测驾驶行为.

Haoran Zhou1, Alexander Carballo2,3,4, Masaki Yamaoka5

  • 1Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8603, Japan.

Sensors (Basel, Switzerland)
|April 28, 2025
PubMed
概括

一个无监督的框架DUIncoder只使用正常的驾驶数据来检测酒后驾驶 (DUI). 这种方法克服了获取有风险的DUI数据的挑战,提供了卓越的性能和现实世界的适用性.

关键词:
驾驶行为 驾驶行为在影响下驾驶.增量学习增量学习没有监督的学习学习.

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相关概念视频

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Difference from Background: Limit of Detection

The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
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