Supervised vs. Unsupervised Learning in Autonomous Driving: What’s the Best Approach?

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by Imagry | Autonomous Driving

In the fast-evolving field of AI-based autonomous driving, the choice between supervised and unsupervised learning is crucial. At Imagry | Autonomous Driving , we champion supervised learning, leveraging extensive, labeled data to refine our AI-driven solutions. This approach ensures precision and adherence to traffic laws, setting us apart from others who use unsupervised methods, which rely on raw data from real-world driving that may lead to undesirable road behavior.

Why does supervised learning matter? By training AI models with rigorous standards to emulate skilled human drivers and applying a multi-stage solution with multiple neural networks and human oversight, Imagry's supervised learning approach offers higher traceability, better safety, and more reliable performance than the large, complex neural networks used in the unsupervised learning method.

To dive deeper into how these approaches impact autonomous driving and why our supervised learning methodology is a game-changer, read the full article by Imagry CTO, Ilan Shaviv, Ph.D.

In the News

• ?? A recent study from Johns Hopkins Whiting School of Engineering reveals that emphasizing the positive societal impacts of autonomous vehicles can shift public perception. The research highlights how AVs can improve mobility for underserved populations, a message that aligns with Imagry's commitment to developing safe, reliable, and inclusive autonomous driving solutions.
• ?? Canada’s CA$30 billion investment in public transit is set to revolutionize urban transportation. This landmark funding opens doors for public transportation operators to integrate self-driving technology, enhancing efficiency and safety. At Imagry, our HD-mapless autonomous driving technology is ready to seamlessly integrate into these evolving transit systems, paving the way for smarter, greener, and more reliable public transport.
• ?? Japan is set to expand its autonomous driving services, with plans to introduce year-round driverless transportation on 25 public routes by March 2025, and eventually 100 routes. This initiative includes Level 4 autonomous vehicles operating under specific conditions. Imagry applauds these advancements and is ready to support this transformation with our innovative, mapless, AI-driven technology. Our autonomous buses, rated for safety and adaptable to both left and right-side driving, are poised for integration into Japan’s public transportation system.
• ?? Softbank's Masayoshi Son is spearheading a global push for AI-driven self-driving cars, aiming to overcome the limitations of static HD maps. Imagry's HD mapless technology is already ahead of the game, using real-time image perception for flexible, adaptive autonomous driving without the need for large data storage. Our solution supports this forward-thinking vision with cost-effective, scalable technology.

Video Spotlight

?? Our HD-mapless technology combines real-time vision and AI to make driving decisions like a human. Watch our cars and buses navigate dynamically and autonomously on public roads across the U.S., Germany, Israel, and Japan.

Experience Our Technology First-Hand

Videos are one thing, but why not try it for yourself? If you're in the San Jose area next week, don’t miss your chance to ride in a self-driving car powered by Imagry’s cutting-edge technology. Discover autonomous driving in action!

Register for a Demo Drive:

?? Location: 1630 Old Oakland Road, Suite A-112, San Jose, CA

? Duration: 20 minutes

??? Available Time Slots: Tuesday, Aug. 27 (morning and afternoon), Thursday, Aug. 29 (afternoon), and Friday, Aug. 30 (morning and afternoon)

Reserve Your Spot: Fill out our Demo Drive Registration Form.

For more details or questions, contact us at [email protected].

Upcoming Event

?? Join Imagry at ADAS & Autonomous Vehicle Tech Expo 2024 ??

Coming up! We’re excited to showcase our HD mapless technology at the ADAS & Autonomous Vehicle Technology Expo next week in San Jose.

?? Presentation Highlight: Don’t miss our session, "Is ADAS a Bridge to Full Autonomous Driving?" on Day 2 in Room 2 for a deep dive into the future of autonomous driving.

?? Visit Us at Stand 1032: Check out our latest advancements and meet our team to see how we're shaping the future of mobility.

?? When: August 28-29, 2024

?? Where: San Jose McEnery Convention Center

Grab your FREE TICKET here.

NEXT STOP: Full autonomy. Are you coming?

At Imagry, we’re pushing the limits of autonomous driving with a focus on safety and innovation. Stay ahead with the latest updates on our advancements, technology, and industry trends. Subscribe to our newsletter and join us on this exciting journey towards full autonomy!