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Session

What are the key challenges and solutions for achieving accurate perception in AVs?

6 | Perception Café

Tuesday, September 30

11:00 AM - 03:00 PM

Live in Berlin

Less Details

  • What are the most effective methods for combining data from multiple sensors (LiDAR, cameras, radar) to enhance perception accuracy?
  • How can we address challenges related to sensor data quality and latency to ensure real-time, reliable perception in complex environments?
  • What advancements in machine learning and neural networks are critical for improving object detection and segmentation accuracy?
  • How can perception systems be optimized to perform consistently across diverse and dynamic driving conditions, such as urban, rural, and extreme weather environments?
  • What role do redundancy and fail-safe mechanisms play in ensuring the reliability of perception systems, and how can they be effectively implemented?
PE
Workshop

Speaker

Matthias Zeller

PhD Candidate in Deep Learning, Cariad SE

Matthias Zeller is a Ph.D. Candidate at CARIAD SE, Mönsheim, Germany, and the Photogrammetry and Robotics Lab at the University of Bonn, headed by Cyrill Stachniss. He has over 3 years of experience in the automotive industry focusing on deep learning. His current research focuses on radar-based scene understanding for self-driving vehicles.

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Company

Cariad SE

https://www.cariad.technology
CARIAD is the automotive software company within the Volkswagen Group that bundles and further expands the Group's software competencies. Established in 2020 under the name Car.Software Organization, CARIAD now has more than 6,500 experts worldwide working on a scalable technology stack for all Volkswagen Group brands, comprising a software platform, a unified electronic architecture, and a reliable connection to the automotive cloud. The company is developing vehicle functions such as driver assistance systems, a next-generation infotainment platform, power electronics and charging technology, and digital services in and around the vehicle. CARIADs software products can already be found in the Volkswagen ID. family – including for example the beloved ID. Buzz or ID. 7. The software platform E3 1.2, which launches in 2024, will empower the next generation of Audi and Porsche cars. CARIAD has software competence centers in Wolfsburg, Ingolstadt, the Stuttgart region, Berlin and Munich, and has subsidiaries in China and the USA.
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