Driver Aggressiveness Detection Using Visual Information from Forward Camera

Date

2015-08-28

Author

Kumtepe, Omurcan
Akar, Gözde
Yuncu, Enes

Metadata

Show full item record

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Item Usage Stats

181
views

0
downloads

Among the human related factors, aggressive driving behavior is one of the major causes of traffic accidents [17]. On the other hand, detection and characterization of driver aggressiveness is a challenging task since there exist different psychological causes behind it. However information about the driver behavior could be extracted from the data that is collected via different sensing devices. This paper presents a method to detect driver aggressiveness using only visual information provided by forward camera. The proposed method is based on detection of the road lines and the vehicles on the road and extracts information related with road lane departure rate, speed of the vehicle and possible forward collision time. Using these extracted features, a classifier is utilized in order to detect if driver shows an aggressive driving behavior. The proposed method is tested by a subjective testing method using 76 different driving sessions and achieved 90.4% success.

Subject Keywords

Behavior

URI

https://hdl.handle.net/11511/54735

Collections

Department of Electrical and Electronics Engineering, Conference / Seminar

Suggestions

OpenMETU
Core

A Multimodal Approach for Aggressive Driving Detection Kumtepe, Omurcan; Yuncu, Enes; Akar, Gözde (2016-05-19) Aggressive driving behavior is among the important causes of traffic accidents. Hence, detection of driver aggressiveness has an importance in terms of decreasing the number of traffic accidents. Collected driving data while the vehicle is in traffic can be used to make inferences about the aggressiveness of the driver. In this study, a multimodal method is proposed in order to detect driver aggressiveness. The proposed method is based on utilizing the visual data taken from the on vehicle camera and sensor...
Driver profiles based on values and traffic safety climate and their relationships with driver behaviors Kaçan, Bilgesu; Fındık, Gizem; Üzümcüoğlu, Yeşim; Azık Özkan, Derya; Solmazer, Gaye; Ersan, Özlem; Özkan, Türker; Lajunen, Timo; Öz, Bahar; Pashkevich, Anton; Pashkevich, Maria; Danelli-Mylona, Vassiliki; Georgogianni, Dimitra; Berisha Krasniqi, Ema; Krasniqi, Muhamed; Makris, Evangelos; Shubenkova, Ksenia; Xheladini, Gentianë (Elsevier BV, 2019-7) Drivers have an important place in the traffic system when the human factor is taken into consideration. Drivers from different cultures are exposed to different values, norms, and traffic systems, and these differences may form various driver behaviors. Thus, traffic climate and individual values can impact driver behaviors. In this study, the relationships between Schwartz's individual values and traffic climate dimensions were examined. Clusters were then created from the traffic climate dimensions and i...
On Vehicle Aggressive Driving Behavior Detection Using Visual Information Kumtepe, Omurcan; Akar, Gözde; Yuncu, Enes (2015-05-19) Most of the traffic accidents are caused by human related factors. One of the most important human related factor in terms of traffic accident risk is aggressive driving behavior. Although driver aggressiveness is related with psychological reasons, it can be detected by observation of driving behavior using different sensing devices. This work presents a driver aggressiveness detection method exploiting the visual data obtained by on vehicle camera. The proposed method uses this visual data in order to ext...
THE MEDIATING ROLE OF DRIVING-RELATED COGNITIONS AND ANXIETY IN THE RELATIONSHIP BETWEEN DRIVING SKILLS AND DRIVING BEHAVIORS Azık Özkan, Derya; Öz, Bahar; Department of Psychology (2022-9-5) Driving skills and driving behaviors, as being the human factors in driving, are the most studied and most influential variables of efforts to sustain a safe traffic environment. Although these factors were investigated in the literature and their relationships with different variables and each other are examined in various studies with various samples; anxiety-related factors have always been evaluated only within limited (avoidant) or clinical groups. However, anxiety, like anger, is a negative emotional ...
THE MEDIATING ROLE OF DRIVING-RELATED COGNITIONS AND ANXIETY IN THE RELATIONSHIP BETWEEN DRIVING SKILLS AND DRIVING BEHAVIORS Azık Özkan, Derya; Öz, Bahar; Department of Psychology (2022-8-12) Driving skills and driving behaviors, as being the human factors in driving, are the most studied and most influential variables of efforts to sustain a safe traffic environment. Although these factors were investigated in the literature and their relationships with different variables and each other are examined in various studies with various samples; anxiety-related factors have always been evaluated only within limited (avoidant) or clinical groups. However, anxiety, like anger, is a negative emotional ...

Citation Formats

O. Kumtepe, G. Akar, and E. Yuncu, “Driver Aggressiveness Detection Using Visual Information from Forward Camera,” 2015, Accessed: 00, 2020. [Online]. Available: https://hdl.handle.net/11511/54735.