In view of the fact that a driver's smoking behavior seriously affects the driving safety, a feature pyramid network (FPN)-based smoking behavior identification method has been studied in order to reduce the occurrence of the driver smoking. Most of the existing research has been focused on detection and recognition based on movements while smoking or smog characteristics. Therefore, the probability of misjudgment in such methods is high, thus to address this issue, the present work proposes a method based on FPN to detect the driver's smoking behavior. FPN has been combined with the dilated convolution technique in order to detect a small target object in the driver's image and recognize their smoking behavior. By using the driver behavior images collected from the vehicle platform, a simulation experiment was carried out by employing the behavior identification method proposed in this work. The experimental results show that the accuracy of the proposed method is 94.75%, the recall rate is 96%, the precision rate is 95.05% and the area under the receiver operating characteristic curve is 95.5%.

Zuopeng Zhao

Haihan Zhao

Chen Ye

Xinzheng Xu

Kai Hao

Hualin Yan

Lan Zhang

Yi Xu

IETE Journal of Research

IETE JOURNAL OF RESEARCH 是由印度电子和电信工程师学会 (IETE) 出版的双月刊。它发表描述原始研究工作或新产品/工艺开发的科学和技术论文。偶尔会针对新的和新兴的研究领域提出特殊问题。 IETE 研究期刊对有兴趣跟踪在电子、电信、计算机科学与工程和信息技术等广泛领域进行的原始研究和开发工作的研究人员、工程师、科学家、教师、管理人员和学生很有用.

IETE Journal of Research is a bi-monthly publication by the Institution of Electronics and Telecommunication Engineers (IETE) in India. It publishes scientific and technical papers that describe original research work or the development of new products/processes. Special issues may occasionally be dedicated to new and emerging research areas. The IETE Journal of Research is valuable for researchers, engineers, scientists, educators, managers, and students interested in tracking original research and development work across a wide range of fields, including electronics, telecommunications, computer science and engineering, and information technology.

IETE Journal of Research 是由印度电子和电信工程师学会 (IETE) 出版的双月刊。该期刊发表关于原始研究工作或新产品/工艺开发的科学和技术论文。偶尔会针对新的和新兴的研究领域发布特刊。IETE Journal of Research 对于希望跟踪电子、电信、计算机科学与工程以及信息技术等广泛领域的原始研究和开发工作的研究人员、工程师、科学家、教师、管理人员和学生非常有价值。

FPN-D-Based Driver Smoking Behavior Detection Method

FPN has been combined with the dilated convolution technique in order to detect a small target object in the driver's image and recognize their smoking behavior and the results show that the accuracy of the proposed method is 94.75%, the recall rate is 96%, the precision rate is 95.05% and the area under the receiver operating characteristic curve is 955%.

Category	Quartile
计算机科学	4
计算机科学, 工程电子与电气	4
计算机科学, 电信学	4

FPN-D-Based Driver Smoking Behavior Detection Method

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