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Total Size: 15 GB

Dataset Overview

Dataset Type

Dataset for CV

Language

N/A

Speech Style

N/A

Content

19+ kinds of behaviors for drivers, including risky driving, drowsy driving, normal

Audio Parameters

N/A

File Format

Video: .avi; Image: .jpg; Annotation: .txt

Recording Equipment

IR camera, RGB camera, 1920X1080

Recording Environment

In-vehicle
Open Source

Multi-Modal Driver Behaviors Dataset for DMS

30,892 images for Driver Monitoring System (DMS) (Male: 12,704 images; Female: 18,188 images)

Here we present the Driver Behaviors Dataset for DMS.

The dataset consists of 30,892 driver behaviors images collected from 2 videos, which are recorded by both IR camera and RGB camera respectively set in front of the driver.

More than 19 kinds of behaviors for drivers, including risky driving, drowsy driving, normal behaviors are recorded. The driving behaviors are conducted by 1 male and 1 female, aged 18-35, with cap/hat or mask dressed or not. Human face, human head, human bone, hand posture keypoint, contacted objects are annotated with bounding box in the 30,892 images. Please find more details about this dataset in the table below.

Data Size30,892 images in total (Male: 12,704 images; Female: 18,188 images)
Number of Drivers2
Male|Female1:1
Age18-35
AccessoryCap/hat, mask, none
Recording EnvironmentIn-vehicle
Data Content19+ kinds of behaviors for drivers, including risky driving, drowsy driving, normal
Recording EquipmentIR camera, RGB camera, 1920X1080
Annotation TypeSingle frame, multi-frame sequence bounding box annotation
Annotation ContentHuman face, human head, human bone, handposture keypoint
File FormatVideo: .avi; Image: .jpg; Annotation: .txt
Field of ApplicationCV-DMS
Data Sensitive ItemNone
Copyright OwnerMagic Data

It is noteworthy that in case of the driver's body blocks the safety belt, the safety belt area is also specially marked out; At the same time, taking into account the impact of covid-19, driving behaviors, especially drowsy driving, conducted by the driver with mask worn were collected and annotated. Images of the dataset are collected from the video in single frame or multi-frame in sequence.

Our recommended application for this dataset would be Driver Monitoring System.

Dataset Overview

Dataset Type

Dataset for CV

Language

N/A

Speech Style

N/A

Content

19+ kinds of behaviors for drivers, including risky driving, drowsy driving, normal

Audio Parameters

N/A

File Format

Video: .avi; Image: .jpg; Annotation: .txt

Recording Equipment

IR camera, RGB camera, 1920X1080

Recording Environment

In-vehicle
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