This dataset serves as a comprehensive resource for developing and testing driver monitoring systems, specifically designed to enhance in-vehicle safety through behavioral analysis.
The product library size is approximately 45TB, containing over 23,950,000 files.
Gender
The data comprises 70% males and 30% females.
Collection environment
The images capture for action and gaze includes 30 gaze positions inside the car, with 11 fixed camera positions and 19 mobile camera positions. When the gaze is directed towards a fixed camera position, 25 fixed camera images are captured simultaneously; when the gaze is directed towards a mobile camera position, 25 fixed camera images and 1 mobile camera image are captured simultaneously.
Collectors
700+ People
Ethnic Diversity
Categorized into Black (encompassing black, brown, olive skin tones) and White (including fair, medium, very fair complexions)
Global Representation
39+ nationalities spanning Switzerland, Colombia, Peru, Ghana, Brazil, Latvia, Samoa, South Africa, and Latin American regions
Data collection covers both indoor and outdoor environments, including offices, meeting rooms, parking lots, gardens, and other common work and daily-life scenarios.
Lighting conditions include normal lighting, low-light, and backlit scenarios commonly encountered in real-world settings.
Twenty video clips per participant, with each clip corresponding to the presentation of a single object and accompanied by three close-up images of the object from different angles.
The subject appears in upper-body or full-body views, holding one object with one or both hands, recorded in standing or seated postures. The object is moved according to predefined actions.
Each video clip includes a brief verbal description of the object provided by the model.
The subject is clearly visible, and the face is not occluded for extended periods during recording.
