Nexdata/103282_Images_Driver_Behavior_Annotation_Data

Description

This dataset is just a sample of 103,282-Images Driver Behavior Annotation Data(paid dataset). The data includes multiple ages, multiple time periods and behaviors (Dangerous behaviors, Fatigue behaviors, Visual movement behaviors). In terms of annotation, 72 facial landmarks (including pupils), face attributes, gesture bounding boxes, seatbelt bounding boxes, pupil landmarks and behavior categories were annotated in the data. This data can be used for tasks such as driver behavior analysis.

For more details & to download the rest of the dataset(paid),please refer to the link: https://www.nexdata.ai/datasets/computervision/1033?source=Huggingface

Data size

103,282 images

Population

gender distribution: male, female, race distribution: Asian, age distribution: 1830 years old, 3145 years old, 46~60 years old

Collection environment

In-car Cameras

Collection diversity

multiple ages, multiple time periods and behaviors(Dangerous behaviors, Fatigue behaviors, Visual movement behaviors)

Collection device

binocular camera of RGB and infrared channels, the resolutions are 640x480

Collection time

daytime, evening and night

Image parameter

the image format is .jpeg, the annotated file format is .json

Annotation

72 facial landmarks (including pupils), face attributes, gesture bounding boxes, seatbelt bounding boxes, pupil landmarks, behavior categories

Desensitization

no sensitive information

Accuracy

the accuracy of facial landmarks annotation is not less than 95%; the accuracies of gesture bounding box, seatbelt bounding box, face attribute and driver behavior label are not less than 95%

Licensing Information

Commercial License