Table 1 Summary of reviewed publicly available datasets for human behaviour research in driving.
From: A multimodal physiological dataset for driving behaviour analysis
Attribute | Dataset | Tasks | Amount | Annotation | Modalities |
|---|---|---|---|---|---|
Engineering | Pedestrian Collision Avodiance Dataset85 | Turning | 12 participants | Driver Assistance | sEMG |
Computer Science | Honda Research Insitute Driving Dataset86 | Turn Lane-change | 104 hours | Driving Scene Understanding | Camera, LiDAR, GPS,IMU and CAN |
100-Car Naturalistic Driving Study (NDS) Dataset87 | Crashes, near-crashes, other “incidents” | 100-car | Driving behavior and Performance | Video, Vehicle state and kinematic sensors | |
Vehicle Driving Behaviour88 | Acceleration, normal driving, collision, turn | 1032 events | Driving behaviour | Six-axis sensor | |
Driving behavior Dataset89 | Sudden Acceleration, Sudden Breaking, Sudden Turn | 3 participants | Driving behaviour | Accelerometer gyroscope | |
Driving Style Recognition Dataset90 | Turning, Acceleration, Deceleration | 10 participants | Driving style | GPS, Driving recorder | |
Psychology | multimodal distracted driving dataset42 | No distraction, cognitive distraction, emotional distraction, sensorimotor distraction | 68 participants | distracted driving | EDA, palm EDA, heart rate, breathing rate, facial signals, eye tracking |
sustained-attention driving dataset43 | fatigue and drowsiness | 27 participants | sustained-attention driving task | EEG | |
multimodal driving emotions dataset44 | Anger,Fear, Disgust,Sadness, surprise,Happniess, Neutural | 40 participants | driving emotion | EEG, video, psychological data, rgb camera, infrared camera vehicle behaviour | |
Collision Threat Dataset9 | Brake | 25 participants | Emergency | EEG | |
Ours | Smooth driving, Acceleration, Deceleration, Lane-change, Turning | 35 participants (6052 events) | Driving behaviour | EEG,EMG,GSR, ECG,Eye tracker |
