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.
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 through clean IP. The result: you can use our data for commercial AI models without fear of copyright infringement.
Our library includes thousands of detailed objects that can be used immediately for training neural networks in virtual environments such as NVIDIA Omniverse, Unity and Unreal Engine.
1. Autonomous Driving & Automotive - train object-recognition systems with detailed vehicles (cars, trucks, commercial vehicles, e-mobility), traffic infrastructure (signs, traffic lights, road barriers) and realistic pedestrians and road users.
2. Robotics & Logistics - for gripper robots and autonomous warehouse systems: packaging and consumer goods (bottles, boxes, products), industrial components and tools, plus shelf systems and warehouse environments.
3. Smart City & Surveillance - improve security algorithms with diverse scenarios: crowds and individual characters in varied clothing, urban furniture (benches, lampposts, trash cans) and vegetation for realistic outdoor environments.
4. Medicine & Research - anatomically accurate models for medical image-processing AI, plus laboratory equipment and scientific instruments.
Using DOSCH 3D models to generate synthetic images offers technical advantages that are virtually impossible to achieve with real-world photographs:
| Criterion | Real-world photos | Scraped web datasets | DOSCH synthetic data |
|---|---|---|---|
| Pixel-perfect labels / masks | Manual, error-prone | Inconsistent | Automatic, exact |
| Cost per new variation | High (re-shoot) | Low | Near zero (re-render) |
| Edge / rare cases | Hard or unsafe | Rarely covered | Freely simulated |
| Privacy / GDPR | Sensitive | Risky | No real persons |
| IP / license clarity | Varies | Often unclear | Clean IP, commercial-safe |
| AI-generated source (quality risk) | No | Often | No - 100% hand-modeled |
Do you require specific datasets or modifications to existing models - for example low-poly variants for real-time simulations, or special file formats such as 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 to train your AI? We are happy to advise you on our special licensing models for machine learning and AI development.
Synthetic training data is rendered, not photographed. Generating it from CAD-accurate 3D models gives you pixel-perfect ground truth (automatic labels and masks), unlimited variations and safe edge cases that are hard or unsafe to capture in the real world.
Yes. Unlike datasets scraped from the internet, DOSCH data is based on clean, transparent IP, so you can train commercial AI models without fear of copyright infringement.
The assets work in virtual environments such as NVIDIA Omniverse, Unity and Unreal Engine, and are available in common 3D formats - including OBJ, FBX, glTF and, on request, USD/USDZ or low-poly variants for real-time simulation.
Autonomous driving and automotive, robotics and logistics, smart city and surveillance, and medicine and research - with vehicles, people, infrastructure, packaging, industrial parts, vegetation and anatomical models.
No. Every DOSCH model is 100% hand-modeled with clean, CAD-accurate topology - which is exactly why it produces reliable ground truth, unlike AI-generated meshes with uncertain quality and rights.
Yes. We build tailored packages to your specification, including specific objects, low-poly variants for real-time use and special formats such as USD/USDZ, plus enterprise licensing for machine learning.
