Datasets
Video

Vehicles & Transportation

Footage of the full range of road and transit vehicles captured in real operational conditions — commuter traffic, highway driving, parking maneuvers, public transit boarding and alighting, and last-mile delivery. The set covers vehicles as both primary subjects and as scene elements alongside pedestrians and infrastructure, spanning a wide range of vehicle types, speeds, and environmental contexts.

Hours200K+
Vehicle types9+
Traffic contexts6+

Training Use Cases

Vehicle detection, classification, and tracking in traffic scenes
Autonomous vehicle perception and scene parsing
Trajectory prediction and behavior modeling for road agents
Video generation of traffic and transportation environments
Key Highlights
9+ vehicle type categories including cars, trucks, motorcycles, bicycles, buses, trains, vans, emergency, and construction vehicles
Multiple capture perspectives including roadside, aerial, dashcam, intersection, and parking views
Vehicles captured both as primary subjects in isolation and as scene elements in mixed traffic
Traffic contexts spanning highways, urban streets, intersections, parking lots, and transit stops

Metadata Fields

durationLength of clip in HH:MM:SS
resolutionPixel dimensions (e.g., 1920x1080, 3840x2160)
frame_rateFrames per second (e.g., 24, 30, 60, 120)
contains_audioWhether the clip carries an audio track (boolean)
primary_categoryDominant content category assigned to a video
vehicle_typecar | truck | motorcycle | bicycle | bus | train | van | emergency_vehicle | construction
capture_perspectiveroadside | aerial | dashcam
traffic_contexthighway | urban_street | suburban | intersection | parking_lot | transit_stop
vehicle_countNumber of distinct vehicles in the primary scene