Advancing autonomous mobility through precise data services….mindfully!
Allowing autonomous vehicles to ‘see’ the road conditions ‘as they are’ at all times
Autonomous driving has moved from the realm of science fiction to a reality today. For safe navigation, these vehicles require highly accurate HD Maps that are updated on a continuous basis to provide a high degree of accuracy, up to the centimeter scale. Magnasoft is committed to enable its customers to deliver large volume, highly accurate data management services to meet the needs of autonomous vehicles.
Our expertise lies in seamlessly combining data from all types of sensors, including imagery, LiDAR, radar and ultrasound, delivering annotation and labelling services in all forms like bounding boxes, semantic segmentation, polylines, polygons, geo and key point annotation, and advanced workflow management via proprietary platforms (mPower, mFirst, mSee and mCloud), flexibly integrated with existing solutions. Whether you are a mapmaker, OEM supplier, an automaker or a tech giant envisioning a strong presence in the AV market, we have you covered with our unmatched data management services.
The task of making HD Maps is quite challenging as it requires capture and storage of large amount of data. Sensors such as cameras, LiDAR, GPS, IMU, and radars, placed on autonomous vehicles constantly record data for map creation and map update purposes. However, this data needs to be cleaned, annotated and labelled efficiently to get the desired outcome. Whether you are just embarking on aggregating data for AVs or have made sufficient progress in the race, you must be well aware of the data challenges that could potentially halt your progress. Don’t let the challenges dim your spirit, associate with us to overcome the data challenges with ease.
Automakers are investing billions in AI systems that can aid them in cleaning up the sensor data collected by autonomous vehicles. However, the precision level achieved by these systems is about 70%-80%. For achieving 100% precision in the data, human expertise is required and this is what Magnasoft boasts of. Our highly experienced team equipped with the skills and knowledge to understand the latest technologies and use them for getting perfect outcomes make us your trusted partner for your data management needs.
Magnasoft is your ‘go-to’ partner if building high precision data for autonomous vehicles (AV) is on your mind. We can recreate the details of the road to an accuracy of 5cm and higher. We will also help you in keeping your autonomous data constantly updated and meeting high precision standards using our expertise in data annotation, data labeling, data conflation, data validation, data curation, data cleaning, change detection etc.
We understand that different AV functions such as auto emergency braking, lane departure warning or parking assist have different data annotation and labeling requirements, and that’s why a single image in a data lake could require different types of annotation (bounding boxes, segmentation masks, polylines, etc.). To meet such diverse requirements, you need a robust strategy to manage data and this is what we aim to provide you with. From image labeling to the creation of high quality datasets for training the machines, we are your trusted partner in the data management journey for AVs.
As driving gradually shifts from humans to machines, digital maps need to go beyond turn-by-turn navigation. They need to be built specifically for self-driving vehicles and thus arises, the need of developing detailed HD maps which can provide highly accurate, up-to-date and realistic representations of the road. Based on its 20 years of experience in providing high-quality mapping services, Magnasoft is equipped to help you deliver high precision HD Maps, which efficiently meet the navigation needs of autonomous vehicles.
Use of AI in making and updating HD maps brings in scalability, speed, higher accuracy and cost efficiency. AI systems can be trained to carry out data validation, data annotation, data curation, data cleaning etc. services on raw sensor data collected by autonomous vehicles, however, these systems are able to achieve precision levels of not more than 70%-80%. This is where human expertise in understanding data is needed. Magnasoft enables its customers to achieve 100% precision in the map data using an impactful combination of automated tools and human annotators.
In the area of autonomous driving, Magnasoft offers the following services:
Data Annotation and Labelling
Data curation
Data cleaning
Change detection
Data analytics
Multi sensor labelling
HD Maps updation