Autonomous vehicle companies are currently reporting miles driven and number of disengagements as metrics to demonstrate safety; however, not all miles are equal. Even billions of simulation miles won't necessarily expose cars to life-threatening situations. The industry demands a tool to find edge cases more quickly and cost-effectively than methods in use today.
Hologram consumes data recorded during field testing. From this real-world data, Hologram generates countless potential edge-case scenarios by adjusting a multitude of variables such as lighting, weather effects, the location of cars and pedestrians amongst others. By combining these factors, Hologram automatically produces and tests limitless realistic scenarios in order to validate the safety of autonomous perception systems.
“Safe perception is critical for safe autonomous vehicles, and that’s why we’re building Hologram,” said Edge Case Research, CEO, Michael Wagner. “Hologram’s ability to create millions of unique test cases in a given street or environment means that developers of perception systems can train and validate their machine learning systems far more efficiently.”
Using Kaarta technology to collect data of Pittsburgh’s bustling downtown, Hologram has successfully identified cases in which leading pedestrian-detection algorithms lose track of people crossing the street. The City of Pittsburgh’s unique and challenging urban environment is the only urban location designated by the U.S. Department of Transportation as an automated vehicle proving ground, making it an ideal location for piloting Hologram.
“Kaarta’s mapping technology turns raw sensor data into intelligent 3D environment models in real time,” said Kaarta CEO, Kevin Dowling. “These models provide high dimensional fidelity of the real world for immediate testing. This work ECR and Kaarta are doing is proving to be very fruitful for both companies and for the autonomous vehicle industry as a whole.”
The technology partnership of ECR and Kaarta provides unparalleled value to the safety of the AV industry. Additionally, ECR can make the 3D maps generated during Hologram development available to city planners and public stakeholders in need of highly accurate models.
About Edge Case Research:
The future depends on AI, and Edge Case Research makes it safe by delivering software and services to tackle the most complex AI safety problems. Our customers demand tools that help them go to market with products that they know are safe. Edge Case Research was formed by leading autonomy and safety experts from Carnegie Mellon University who believe that safety should be built into all AI products from the ground up. Our intelligent and fast robustness testing platforms find safety problems in autonomous vehicles before they are fielded. Our growing client base spans diverse markets including automotive, aerospace, defense, consumer electronics, and industrial power systems. Join the safety movement. See more information at our website: www.edge-case-research.com.
Kaarta is the innovator of real-time 3D reality capture, mapping complex environments with unprecedented speed, fidelity and ease. Kaarta’s patent-pending technology, rooted in advanced robotics, accurately transforms the real world into multi-dimensional 3D digital models, streamlining workflow, reducing time, lowering cost, and enabling entirely new applications. Now the spectrum of stakeholders across architecture, engineering, construction, property management, surveying, and facilities management can work from the same truth, going from silos to integrated teams in the design, build, and operations of the built environment. Additional information is available at www.kaarta.com.