Remember Me Fondly: Cornell Gives Self-Driving Cars Memories (2024)

Unlike humans, cars using artificial neural networks have no memory of the past — despite how many times prior they’ve driven down a particular road. Now, Cornell researchers have produced three recent papers on the ability of autonomous vehicles to use past travels to “learn the way” to familiar destinations. Watch this video to learn more.

“The fundamental question is, can we learn from repeated traversals?” said senior author Kilian Weinberger, professor of computer science in Cornell Bowers CIS. “For example, a car may mistake a weirdly shaped tree for a pedestrian the first time its laser scanner perceives it from a distance, but once it is close enough, the object category will become clear. So the second time you drive past the very same tree, even in fog or snow, you would hope that the car has now learned to recognize it correctly.”

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    FAQs

    Do self-driving cars have memory? ›

    Unlike humans, cars using artificial neural networks have no memory of the past — despite how many times prior they've driven down a particular road.

    How many fatalities are there from self-driving cars? ›

    From May to September 2022, self-driving cars were involved in 11 fatal crashes across the country. 10 of these fatalities were in Tesla vehicles, but the NHTSA did not state whether the crashes were driver-operated or in autopilot mode.

    How safe are Waymo cars? ›

    When considering all locations together, compared to the human benchmarks, the Waymo Driver demonstrated: An 85% reduction or 6.8 times lower crash rate involving any injury, from minor to severe and fatal cases (0.41 incidence per million miles for the Waymo Driver vs 2.78 for the human benchmark)

    What is the science behind self-driving cars? ›

    How Do Autonomous Cars Work? Autonomous cars rely on sensors, actuators, complex algorithms, machine learning systems, and powerful processors to execute software. Autonomous cars create and maintain a map of their surroundings based on a variety of sensors situated in different parts of the vehicle.

    What does Elon Musk think about self-driving cars? ›

    “Really the way to think of Tesla is almost entirely in terms of solving autonomy and being able to turn on that autonomy for a gigantic fleet,” Musk said. “It might be the biggest asset-value appreciation in history when that happens, when you can do unsupervised, full self-driving.”

    What is the brain of the self-driving car? ›

    Machine learning is at the center of self-driving cars. For a self-driving car to drive on the road, it utilizes specially designed hardware and software. The hardware continuously collects data from the surrounding environment, while the software takes the collected data and sorts it.

    Has a self-driving car killed someone? ›

    The Uber test driver behind the wheel of one of the company's self-driving cars, when it hit and killed a pedestrian in 2018, pleaded guilty to endangerment and was sentenced to three years of supervised probation Friday, according to officials.

    What is the biggest problem with self-driving cars? ›

    Learning about the top five dangers of using self-driving cars will help you understand the risks of autonomous vehicles.
    • Vehicle crashes: Automated systems can malfunction. ...
    • Pedestrian accidents: Automated systems don't respond to people or animals. ...
    • Self-driving cars are fire hazards. ...
    • Hacking. ...
    • Health risks.

    What is the most common self-driving car accident? ›

    What Percentage of Car Accidents Are Caused by Autonomous Vehicles?
    • Rear-end accidents – 64.2%
    • Side-swipe accidents – 20.8%
    • Broadside accidents – 5.7%
    • Collisions with an object – 3.8%
    • Pedestrian accidents – 0%
    • “Other” accidents – 5.7%

    What is the Waymo controversy? ›

    In the probe of Waymo, which was once Google's self-driving vehicle unit, the agency said it has reports of 17 crashes and five other reports of possible traffic law violations. No injuries were reported. In the crashes, the Waymo vehicles hit stationary objects such as gates, chains or parked vehicles.

    Can you sit in the drivers seat in a Waymo? ›

    Sit in an open seat

    The driver's seat is off-limits, but feel free to sit in any other available seat. The front passenger seat in the Jaguar I-PACE is available.

    Why is Waymo legal? ›

    In October 2018, the California Department of Motor Vehicles issued a permit for Waymo to operate cars without safety drivers. Waymo was the first company to receive a permit that allowed day and night testing on public roads and highways.

    How do driverless cars know when to stop? ›

    A driverless car is controlled by a computer program instead of a human driver. It uses cameras and electronic sensors to see the world around it, detecting things like the road, traffic signs, other cars, and pedestrians. Computer scientists write computer programs that tell the car what to do.

    Do self-driving cars go the speed limit? ›

    Fewer speeding tickets — Self-driving cars can be programmed to go the exact speed allowed, eliminating the need for traffic law enforcement and the possibility of receiving a speeding ticket.

    Do we really need self-driving cars? ›

    Fewer traffic jams save fuel and reduce greenhouse gases from needless idling. Automated driving systems may reduce unnecessary braking and acceleration that waste fuel. Vehicles with fully automated driving systems may be able to travel more closely together, reducing air drag and thereby reducing fuel use.

    Do cars have random access memory? ›

    Today, the average vehicle uses 90GB of RAM + NAND.

    Is a self-driving car an example of limited memory? ›

    Self-driving cars: A good example of limited memory AI is the way self-driving cars observe other cars on the road for their speed, direction, and proximity. This information is programmed as the car's representation of the world, such as knowing traffic lights, signs, curves, and bumps in the road.

    Do cars remember how you drive? ›

    Cars collect a lot of information — where you've been, how fast you drive, where you shop, and more. Modern driver monitoring systems go beyond that. Today's vehicles monitor the behavior of the drivers themselves. For example, some cars can tell when drivers have taken their hands off the wheel.

    Can you fall asleep in a self-driving car? ›

    We surveyed 1,000 U.S. adults per question and found: — 79 percent of people would not be able to fall asleep in a self-driving car. — 54 percent of people would do nothing except watch the road while riding in a self-driving car. Sleeping while operating a vehicle is not seen as safe.

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