MIT Invented a Tool That Allows Driverless Cars To Navigate Rural Roads Without a Map (vice.com)
An anonymous reader quotes a report from Motherboard: A student at MIT's Computer Science and Artificial Intelligence Lab (CSAIL) is developing new technology, called MapLite, that eliminates the need for maps in self-driving car technology altogether. This could more easily enable a fleet-sharing model that connects carless rural residents and would facilitate intercity trips that run through rural areas. In a paper posted online on May 7 by CSAIL and project partner Toyota, 30-year-old PhD candidate Teddy Ort -- along with co-authors Liam Paull and Daniela Rus -- detail how using LIDAR (a radar-like sensor that uses lasers instead of radio waves to measure distances) and GPS together can enable self-driving cars to navigate on rural roads without having a detailed map to guide them. The team was able to drive down a number of unpaved roads in rural Massachusetts and reliably scan the road for curves and obstacles up to 100 feet ahead, according to the paper.
Is it called?
When you eliminate the requirement to avoid running into things, the problem gets a LOT simpler!
#DeleteChrome
maybe...Texas MapLite Massacre
...who both lives in a rural are AND has been an advocate for this kind of technology long before it was remotely feasible (mid-1980s), I am excited about any advance in this realm.
I've lost way too damned many friends and fam to "bitterly cling" to my self-driving car.
And I say this as a proud former owner of a 1970 Ford Torino Cobra with the 429 CJ engine, shaker hood and rear window louvers (came THIS close to getting a Boss 429 Mustang), 4-speed manual, etc. Fun times.
Things are different today, though....
It still uses maps, just not detailed maps.
From the abstract "In this paper, we address the problem of autonomous navigation in rural environments through a novel mapless driving framework that combines sparse topological maps for global navigation with a sensor-based perception system for local navigation."
... LIDAR (a radar-like sensor that uses lasers instead of radio waves to measure distances) ...
(sigh)
It must have been something you assimilated. . . .
I'm just surprised that this kind of navigational problem wasn't made a part of the baseline autonomous car requirements. You might think that unmarked, poorly mapped roads are part of a rural setting. But we've go crap like that right in town. And self driving cars are going to have to deal with it.
Have gnu, will travel.
This is a step in the right direction. Instead of relying on ultrahigh precision LIDAR maps, they now rely on basic map data your GPS nav unit would have + LIDAR for local information. What this really means is that the level of reliance on LIDAR has dropped significantly. Elon musk called LIDAR a crutch and this, for the most part, ditches that crutch because it's capable of operating in an "unstructured area" (place that hasn't previously been mapped) by using it's "local" sensor (LIDAR in this case) to determine the edges of the road. It's now a matter of implementing a similar sensing system using RADAR and computer vision and your Tesla can autonomously drive you around, disregard and run into pedestrians too! ;)
link to the the paper describing the system.
Anons need not reply. Questions end with a question mark.
MIT is so overmarketed it is ridiculous.
Everyone is doing the same experiments with the same tradeoffs. They showed up and had a go. Impressive, because there's a barrier to entry, but to take what's basically an experiment, tuning tools that already exist, and brand it "MapLite" is ridiculous. Being able to run without a map is not a binary feature. It's something you get better and better at doing. They do not have a system good enough to run without a map. Nobody has a system good enough to run period, with or without a map, or it would already be for sale.
This is ridiculous blow-hard posturing on its face. They should dial it back or they will not be taken seriously.
In a laboratory. Nothing to see here.
None of this work is new, CMU and others were doing this 20 years ago. And we were using it on the Unmanned Ground Vehicles Project. We were not using GPS, but Neural Network Road following outdoors without roads with LIDAR and with cooperative robotic HUMVEE vehicles.
Having grown up in Wyoming I have a real world test for these driverless cars to undertake that will get nearly everyone's attention.
Four inches of snow over hard packed snow and Ice. Twenty Five mph (40 kph) winds producing ground blizzards. At night in -20 F (-28 C). Under these conditions, the snow will stick to many things on the down wind side.
Or during a snow storm with about 4 inches of power covering the ground. The snow coming down looks like a Windows 3.0 screen saver but with more objects and they move around more. At night again.
Or during a downpour from a super cell at night where the rain appears like it is in a strobe light (2016 Challenger in South Dakota). That one almost hurt.
Show me a car that can drive under those conditions and I will take notice. Arizona and Southern California are the best case scenarios for driverless cars as they really don't get weird (or in the case of WY and SD "normal") weather. What do you want to be that when it starts to rain heavy in SCA that the driverless cars are in the garage. If Uber's car can't detect a single person crossing the street - what would they do with a few million moving targets? Pull over and cry?
So...does it stop a lot to ask for directions?
4wdloop
Very nice development but it's also good to know that LIDAR has severe limitations when used in fog, rain, snow and dusty conditions. Maybe there are ways to work around this but I would be careful to let an autonomous driving system be totally reliant on LIDAR.
They wanted to remind you that Stanford won the DARPA Grand Challenge with a LIDAR-equipped vehicle back in 2005. Is MIT now claiming that they independently invented this only 13 years later?
I hope they teach them to pull over at the wide spot and wait when they see oncoming traffic on a 1.5 lane road. Flashing their lights to alert oncoming drivers of new hazards would also be nice.
https://en.wikipedia.org/wiki/...
It will stop and ask the locals for directions. That is of course the manufacturer uses female programmers.
They must party like it's 1899 over there...
~Any apparent grammatical or typographic errors are caused by defects in your display device.
Needs to be well beyond the stopping distance of the vehicle.
There go the cows..