Humans for
In-Cabin Automotive

Recognize and Alert Drowsy or Distracted Drivers

In-cabin Humans in-motion

The Datagen Platform provides high quality, perfectly annotated visual data for tasks related to in-cabin driver action analysis

Obtaining visual data to train high-quality In-cabin Driver Monitoring Systems (DMS) and Occupant Monitoring Systems (OMS) is incredibly challenging. Not only is the data itself highly complex – involving humans interacting with specific automotive environments – but it is increasingly difficult to capture given the fast-changing landscape of privacy regulation. Given that DMS and OMS systems will be broadly deployed, it is also critical that data is high-variance and sufficiently diverse to avoid bias.

This includes accurate representations of the in-cabin environment with advanced motion and human-object interactions, for example key point estimation, facial keypoint estimation, gaze analysis, and hand pose analysis. Teams can use the platform to generate faces and full-body simulated data to quickly iterate on their model and improve its performance.

Use cases

Attention Analysis

Driver is falling asleep or driver is turning around and looking around  

Driving Distractions

Driver is playing with mobile phone or driver is drinking  

Pose Analysis

Driver is driving with two hands on wheel or driver is touching his/her face  

Generate faces and full-body simulated data to quickly iterate on your model and improve its performance.

Why Datagen for in-cabin automotive

Driver Monitoring Systems (DMS)

Systems consist of a series of small cameras or sensors to monitor driver behaviors and issue alerts or warnings when drivers show signs of drowsiness, distraction, or inattention. 

Occupant-Monitoring Systems (OMS)

OMS understand the occupants’ needs, allowing them to control media and recognize if a cell phone is left in the car, and in the case of an accident, adapt airbags to the occupants’ body shape and position

Resources

Synthetic Data: Key to Production-Ready AI in 2022

Survey report

Implementing Data-Centric Methodology with Synthetic Data

On-demand webinar

The Power of Synthetic Data: Everything You Need to Know

eBook

Human-Centric Synthetic Data: Research and Applications

On-demand webinar

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