Automotive

Training and testing automotive software, at scale

Deliver industry-leading automotive software in a fraction of the time, at significantly less cost.

contact us

Leverage our virtualization capabilities

By transforming the physical world into a virtual replica, we provide the foundation to succeed in your application.

Autolabeling

Read more >

Autolabeling

Do you have to annotate videos from dashcams, traffic cameras, or drones?

Use our top-notch computer vision algorithms to extract all objects in the scene in 3D, fully automatically and with highest accuracy. We also provide the tools to anonymize these videos or extract additional features such as traffic light states.

Ground-truth data

Read more >

Ground-truth data

Do you need ground-truth data for your experiments on the road or on the proving ground?

Combine the advantageous views of drones or traffic cameras with our autolabeling capabilities to obtain ground-truth data at scale and at a fraction of the cost compared to complex sensor setups.

Software validation

Read more >

Software validation

Do you have to prove that your perception and behavior algorithms behave as intended in the real world?

Process your own traffic recordings or benefit from the thousands of kilometers of traffic data in our database. Our scenario mining tools enable you to find critical edge cases in the data.

Software in the loop

Read more >

Software in the loop

Do you rely on the power of simulation to develop your automotive software?

Use our industry-leading tools to convert trajectory data into simulation-ready scenarios and vary them over a wide parameter range. Our tools support the leading automotive standards such as ASAM OpenSCENARIO.

Model training

Read more >

Model training

Are you training and evaluating your prediction and planning algorithms with real-world traffic data?

Leverage our autolabeling capabilities or boost your deep learning models with thousands of kilometers of naturalistic trajectory data from our database. Our scenario mining tools allow you to curate the data.

Discover the power of our AI Scenario Engine

Experience a paradigm shift in the development of automotive software with our AI Scenario Engine. At the core of this solution is a world-class 3D computer vision software that turns videos from dashcams, traffic cameras, or drones into dynamic virtual worlds. Our AI tools are tailored to your specific application and add value to the extracted data.

Accelerate your data loop

Our AI Scenario Engine consists of several modular software components that are offered as a cloud service or on-premise tool.

3D data extraction

Obtain real-world traffic data at scale with our 3D vision pipeline, extracting all objects in the scene with centimeter precision. Our foundation model can process videos from dashcams, traffic cameras, or drones.

Scenario mining

Leverage our scenario mining tools to gain knowledge from the extracted data. Identify logical scenarios, their parameter distributions, and critical edge cases that must be included in the validation process.

Traffic agents

Utilize our reactive traffic agents to ensure realism in closed-loop simulation. Our virtualization pipeline along with generative AI allows the agents to be trained on the behavior at your desired location.

Other tools

Is your desired tool not listed here? Contact us for a customized solution that leverages our extensive expertise in the field.

Contact us

Start now with
our web app

Explore thousands of kilometers of already processed, automotive-grade traffic data from around the world or provide your own videos for 3D data extraction. Getting access to highly accurate trajectory data at your desired locations has never been easier.

Log in

Download our free research datasets

We offer research institutions free access to multiple urban datasets to advance the state of the art in autonomous driving.

Discover
Munich
San Francisco
Sindelfingen
Stuttgart
Berlin

Boost your product with DeepScenario

Benefit from the agility and innovation of DeepScenario bringing new perspectives to the industry.

  • Massive acceleration

    Speed up your development cycle with our AI Scenario Engine enabling continuous training and testing of your software.

  • Driven by data

    Reality goes beyond human imagination. Get ahead of your competition with our data-driven real-world approach.

  • Trusted expertise

    Leverage the extensive industry experience of our team, trusted by the most recognizable companies in the field.

We use cookies to enhance your browsing experience, evaluate website usage, and serve marketing content. Visit our Privacy Policy for more information.