TEKE DYNAMIC uses field operations testing (FOT) experience to create a high-quality dataset for training advanced driver assistance systems (ADAS) and autonomous vehicles.
Training and validating the artificial intelligence behind critical ADAS and AV features requires large volumes of high-quality data from real-world driving scenarios. Obtaining datasets that offer the maximum coverage of routes within tier one cities, however, can be a challenge that’s both costly and time-consuming for developers. Knowing that multiple customers require this data, TEKE DYNAMIC embarked on a detailed mapping project to collect and curate high-quality data for training and validating ADAS and AV models.
ASEAN served as the core location for our data collection projects. To create a diverse dataset, we employed our extensive FOT experience and included the following criteria:
Vehicle procurement and preparation:
We secured vehicles, ensuring they met all regulatory and compliance requisites, and equipped them with advanced cameras, sensors and data-acquisition systems.
Optimized route planning:
Our drivers consistently drove less than 30 km per hour for optimum scenario capture. They also drove in varying weather conditions and at different times of the day (50% day and night). The vehicles traversed a variety of driving scenarios, encompassing 70% highways, 20% urban and 10% suburban and rural environments.
Sensor synchronization:
We ensured the vehicles’ sensors were maintained and synchronized regularly using global navigation satellite system time servers. Each sensor was precisely timestamped, and the data was collected in a variety of formats for seamless integration into machine learning (ML) workflows.
Attain the performance needed from your automotive products with the suite of Automotive Professional Services. With a considerable range of facilities, personnel, and equipment dedicated to making automotive products perform to their best abilities, our Automotive Professional Services include real on-road experience with public road and closed track testing, as well as environmental chamber testing, data acquisition and comprehensive reporting, accelerated mileage accumulation testing, EV infrastructure testing and energy storage systems cycling and performance measure, fleet vehicle monitoring, and much more both in lab and field environments.