The most advanced pipeline for automated driving
Developing automated driving requires a complete, mature toolchain to collect, generate, use and manage the data needed for a safe and robust solution. Our in-house developed modules and tools not only enable you to have a competitive, scalable system but does it in such a way that all the data remains yours, royalty-free!
Automated data collection
aiRec is focusing on gaps and edge cases: reference sensor design, calibration toolkit, recording and data upload software solution.
Multi sensor AI-based automatic annotation for dynamic and static objects with industry-leading precision
Synthetic data generation
High-fidelity sensor simulation enhanced by an AI-based reality filter, achieving outputs indistinguishable from the real world.
Integrated metrics evaluation
Tracks development progress against requirements and provides real-time insights and data gap analysis.
Data Versioning System
aiDVS enables precise measurement of the effect of adding new data to fill gaps and tracks usefulness of collected data
Data-driven pipeline for AD
Proprietary data pipeline reduces the complexity of the processing with high automatization while still ensuring automotive quality
Tools, features & benefits
Data is the new oil in automated driving – check out the tools and features of aiData, our best-in-class data pipeline!
- Synchronized, smart data collection on scale
- Designed to be sensor agnostic
- Internal reference implementation on various vehicle models with various sensor setups
- Automated edge-case mining and active learning to reduce storage and compute costs
- Automated annotation and knowledge transfer to reduce annotation costs
- Real-world to model-space scenario extraction
- Simultaneous annotation of all sensors with a consistent 4D (space + time) environment model
- 100% precision for static object annotation
- 90%+ precision for dynamic object annotation
- Highest fidelity sensor data generation
- AI-based Reality-Filter adds noise, dirt and realism
- Mixed and augmented reality for undistinguishable output
- Comprehensive tool for evaluation of NN algortihms and detection SW
- Interfacable with requiement management tools
- Built-in visualization for quick assessment
- Flexible output format for post-processing and integration
- Reproducibility of the network structure, training data sets and training method that led to a specific neural network
- Understanding the strengths and gaps in the data
- Transparency of algorithm performance in different conditions
- Precise measurement of the effect of adding new data to fill gaps
- Track usefulness of collected data
Get in touch with us
Our team is always ready to work with exciting and ambitious clients. If you're ready to start your partnership with us, get in touch.