Waymo Unveils EMMA: A New Era for Autonomous Driving with AI-Driven Robotaxis

October 30, 2024
Waymo Unveils EMMA: A New Era for Autonomous Driving with AI-Driven Robotaxis
  • Waymo has introduced a new autonomous driving model called EMMA (End-to-End Multimodal Model for Autonomous Driving), which processes sensor data to predict future trajectories, enhancing navigation and obstacle avoidance.

  • Key features of EMMA include end-to-end learning from raw inputs, a unified language space for non-sensor information, and chain-of-thought reasoning that enhances decision-making by 6.7%.

  • However, there are concerns about the reliability of generative AI in driving contexts, as models like Gemini can produce inaccurate outputs, raising safety concerns for high-speed autonomous vehicles.

  • Despite its advancements, EMMA faces limitations, particularly in processing 3D sensor inputs from lidar and radar, which are crucial for safe driving.

  • Waymo acknowledges the need for further research to address these limitations and enhance the effectiveness of EMMA before its widespread deployment.

  • Currently, Waymo's self-driving robotaxis are operational, providing 150,000 rides per week, showcasing their success in the autonomous vehicle market.

  • Initial tests indicate that EMMA has outperformed other academic driving engines, although it has yet to be compared with commercial systems like Waymo's existing driver or Tesla's Full Self-Driving.

  • Waymo's EMMA model competes with Tesla's approach to autonomous driving, as both companies explore end-to-end systems, yet Waymo currently leads in deploying fully autonomous vehicles.

  • Drago Anguelov, Waymo's VP and Head of Research, emphasized that EMMA enhances the generalizability and adaptability of driving systems, which is essential for navigating complex environments.

  • Gemini's extensive training on diverse internet data provides EMMA with real-world knowledge, enabling better adaptation to unfamiliar environments compared to traditional driving systems.

  • As part of its growth strategy, Waymo is expanding its operations to new cities, including Atlanta and Austin, further solidifying its position in the self-driving market.

  • This innovative system leverages Google's Gemini AI to improve the capabilities of Waymo's robotaxis, marking a significant shift in their approach to automation.

Summary based on 7 sources


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Waymo Hopes to Train Robotaxis on Google’s Gemini AI

https://www.techopedia.com/wp-content/themes/twentytwenty-child/images/techopedia-light.svg • Oct 30, 2024

Waymo Hopes to Train Robotaxis on Google’s Gemini AI


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