Synthetic training data for AI & Computer Vision
 

High-quality 3D assets as fuel for the next generation of intelligent algorithms.

Developing robust AI models and high-performance computer vision systems requires vast amounts of precise, classified data. However, real-world datasets often reach their limits: they are expensive to collect, raise data privacy concerns (GDPR), or fail to cover rare scenarios ("edge cases").

DOSCH DESIGN offers the solution: synthetic training data based on our extensive library of high-end 3D models.
 

 
 



Legal certainty through "Clean IP"
 

A crucial criterion for enterprise AI solutions is the legal compliance of the training data. Unlike datasets that have been indiscriminately scraped from the internet, DOSCH DESIGN offers complete transparency and legal certainty.

Legally compliant: Use our data for commercial AI models without fear of copyright infringement.

 

 

 


Application areas for Dosch AI Data
 

Our library includes thousands of detailed objects that can be used immediately for training neural networks in virtual environments (e.g., NVIDIA Omniverse, Unity, Unreal Engine).

1. Autonomous Driving & Automotive:

  • Train object recognition systems for vehicles with our vast selection of:

 

  • Detailed vehicles (cars, trucks, commercial vehicles, e-mobility).

 

  • Traffic infrastructure (signs, traffic lights, road barriers).

 

  • Realistic pedestrians and road users.



2. Robotics & Logistics:

  • For training gripper robots and autonomous warehouse systems, we offer:

 

  • Packaging and consumer goods (bottles, boxes, products).

 

  • Industrial components and tools.

 

  • Shelf systems and warehouse environments.



3. Smart City & Surveillance:

  • Improve security algorithms through diverse scenarios:

 

  • Crowds and individual characters in various clothing.

 

  • Urban furniture (benches, lampposts, trash cans).

 

  • Vegetation for realistic outdoor environments.



4. Medicine & Research

  • Anatomically accurate models for medical image processing AI.

 

  • Laboratory equipment and scientific instruments.

 

 



The advantage of 3D: Perfect "ground truth"
 

Using Dosch 3D models to generate synthetic images offers technical advantages that are virtually impossible to achieve with real-world photographs:

Perfect segmentation: Because the data is synthetically generated, the exact location of an object is known down to the pixel (automatic labeling/masking).

Infinite variance: Change lighting conditions, weather, camera positions, or textures of our models to make your AI more robust against disturbances.

Coverage of edge cases: Simulate accident scenarios or rare environmental conditions that are difficult to photograph safely in reality.

 


 


 

Customized data sets

 

Do you require specific datasets or modifications to existing models (e.g., low-poly variants for real-time simulations or special file formats like USD/USDZ)?

DOSCH DESIGN is your partner for custom data generation. We create customized packages tailored precisely to the requirements of your training pipeline.

 

 
 


 

 

Contact us for enterprise licenses. Would you like to use Dosch assets for training your AI? We would be happy to advise you on our special licensing models for machine learning and AI development.

 

 




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