I was told by a very intelligent man demanding a trillion dollar salary that you only need vision cameras to have full self driving in all weather conditions. All of this is apparently unnecessary.
I don't think either solution is going to be the eventual winner. I expect the eventual rollout of 5G+ to be the game changer.
Much like how a pilot captain boards a ship to steer it into port, traffic systems will be able to be a bit more 'hands on' when it comes to getting traffic through junctions safely, regardless of the weather. Hence, on the final journey through a city, the city traffic systems will be directing your car.
For the journey on highways between built up areas, variants of today's self driving systems will suffice.
Lots of people manage to drive in poor visibility without radar, lidar, etc. If that's safe and normal for people, the principle that self driving should work with just cameras isn't such a strange one.
I wouldn't call things like radar and lidar unnecessary but in principle a good AI vision system should be able to operate at the same level as a human eventually. Of course if you don't have such an AI just yet, you need a stop gap solution. But I wouldn't bet against AI getting there eventually. Probably not on Mr. Musk's accelerated and optimistic schedule though. But give it another five to ten years and things might look a bit differently.
What Waymo is doing now with much less than perfect AI is of course completely pragmatic and very impressive. I'm kind of eager to see them start operating self driving outside a few restricted zones in the US and for example in European cities. I live in Berlin, so probably we'll have to wait quite a bit for people to finally let go of their fax machines though apparently there are some trials with self driving buses about to kick off here now.
Just vision is a very reductive way of describing how we drive. We use sound to hear if something else is coming and where from, or if we're losing traction on the road, or if the road surface has changed. We can judge acceleration and deceleration in all directions using our inner ears. We can feel if the car's performing differently to usual indicating an issue with the car or different conditions. In addition when we are using our vision, if it gets obscured (i.e. snow covers the windscreen) we know how to get it off with wipers, and most importantly we're very adaptable to new conditions in a way that computers aren't, if we experience something completely new to us, chances are we'll make a reasonable in the moment decision.
> Lots of people manage to drive in poor visibility without radar, lidar, etc. If that's safe and normal for people, the principle that self driving should work with just cameras isn't such a strange one.
No camera system comes close to the capabilities of human eyes, combined with general intelligence.
I am one of those who drive in bad weather from time to time. I'm 'good at it' - but I cannot honestly call myself safe. I've been in the ditch. I've spun a 360 and only didn't hit someone else in the process because it happened nobody was there.
i grew up where bad weather was common enough that we cosidered it not worth shutting down for bad weather so we risked driving in it - but it was always a risk and many do die from taking that risk.
He is not wrong, but we demand superhuman performance from our machines which in this case necessitates superhuman sensory abilities. Current evidence shows that having non-vision sensors is a faster way to create a reliable system. I would personally choose to ride in an autonomous vehicle with Lidars.
It seems quite likely that once self driving cars are well perfected, we will demand more than just human level driving which is currently horrendously dangerous. If lidar systems can exceed vision only, we are going to demand it as a baseline standard.
He is very obviously wrong since Waymo cars drive millions of trips with 0 drivers while every single robotaxi still has a safety driver in it at all times.
I remember, back in the day, when first driving assistance systems rolled out - you know, keep lane, speed assistance according to road signs, etc. - I thought to myself "I bet you haven't seen our roads".
When I was getting my driver license I had to perform a series of tasks as part of the process. On of first was driving a 50m narrow curve forth and back. I had my exam in the middle of winter. The training yard was fully covered in snow. I was young and didn't knew better, so I got in the car and begin my test to quickly realize I couldn't see shit. I tried my best, but next moment I was told I got off the curve - the examiner knew it by heart - and I failed the test. Back to school and see you next semester.
A learning experience on so many levels.
Anyway, since then I always come back to that single experience when I read about self driving vehicles.
Heh this must be Europe. In the US the driving test I took involved taking a right hand turn. Another right. Execute a 3-point and then drive back the half a mile to the testing center.
You have to pass theory exam - when I was doing it it was 30 questions with four possible answers out of ~500 pool [1] now the pool is 3700. If I'm not mistaken you could make two mistakes and still pass the test. The questions are either road diagrams, ie. intersection with three cars, road signs and/or lights and you have to tell in which order cars will go or a picture from drivers POV and a question what you should do in such situation - like three lanes, car on the middle, the right is a bus lane and the question is if the driver is allowed to take the left lane.
Once you get that done you can take practical driving test.
It starts on a training yard where you have a series of tasks, like said driving forth and back on a curve in one sweep motion, starting a car on a incline without going back or losing your engine - mind you we're driving manual - parallel parking between cones [2], etc.
If you ace them instructor will take you for a 30-45 minutes ride around town. Apart from normal driving he will ask you to few random tasks like parking in normal conditions.
Any mistake will end the trial with a fail and you have to start all over again. Three failures and you need to redo your theory exam.
[1] I have really good memory and when I taking my exam I went through all questions few times - they are publicly available - and when I had my exam I only looked at the picture and double checked if the question ended up with question mark or period as some images were reused and I knew my answer. I don't think I would be able to do that again with that 3700 question database lol.
[2] before taking exams you go to a private driving school and my instructor gave me a cheat code for parallel parking - which is extremely tight, but also, as pointed by my instructor, government regulated, so all the cones have to be in very precise spots. Not only that, but you take the exam in government selected car (whoever won current bids). So he told me to back up until I saw a cone lining with door post, then full stop, rotate the steering wheel by a exact amount of degrees, etc.
PS. gun permits are given on similar grounds, plus you are required to have a regulated gun safe at your premise and it has to be permanently attached, so given the fact that many of our apartments are smaller than your garages and most people are renting significantly reduces access to guns :)
I know, I know, murka bad, but my driving test decades ago had a left turn out of a driveway, a 3-pt on a road with real traffic, parallel parking, and an intersection with right on red to return to the testing center, located in a terrible parking lot (i.e. designed in accordance with modern standards) that had a ton of stupid lines that "normal people" cut but you have to follow as part of the test.
I (1997, upstate NY) didn't even do that much. I got in the car with the instructor, we drove around the block once. I ran the stop sign because a truck was parked in front of it. The instructor didn't notice (I only noticed later).
At the Los Angeles Ciclavia two weeks ago Waymo's were getting stuck at the car crossings. There were police standing there waving cars through but the two I saw were not willing to drive through the intersection.
Properly responding to informal hand and voice signals from law enforcement, road workers, and other humans is going to be one of the toughest technical challenges for autonomous vehicles to solve.
Stop signs became universal. No reason why machine readable signals/devices to communicate don’t become the norm with law enforcement and emergency response workers.
Quite frankly, many drivers don't do well here either since hand signs can be very ambiguous. And many times there are contradictory signals that require interpretation.
Look at Scottie Scheffler's arrest for an extreme case of how very hard this is to get right.
I wish Google would use their learnings from Waymo/Streetview in Maps navigation. When I drive through a complicated intersection for the first time it's a bit of guesswork what's the right thing to do. Here in France at least since space is at a premium there are a lot of weird intersections that are hard to navigate.
I've found maps navigation can be quite good with complex junctions in places like Austin where there can be seven lanes splitting off in weird ways. Maybe they are just confused by French junctions as I have been myself at times. The Arc de Triomphe is quite a thing to drive around. (as in https://youtu.be/-2RCPpdmSVg)
Humans are horrible at this I wonder what the limit is. I've always thought that I can tailor my speed to conditions but not everyone on the road slows down.
It's really interesting because that's something they definitely don't teach you when you first learn to drive. Growing up in Florida, I learned to pull over and turn on emergency blinkers if the rain gets bad enough. The reason I know to do this is because I saw other drivers do this on the highway and realized that's pretty wise. It's tempting to imagine that a younger version of me would have been smart enough to realize this on my own but I think most of us learn a lot by observing the behavior of others. Or maybe I would have learned eventually after a few close calls with skidding. Or maybe I would have never learned until it's too late. I wonder if the different responses to averse conditions you've observed is a function of the different experiences we've had as drivers. You might be a more experienced driver than some of those around you.
The limit is much higher than human performance given enough low latency compute. [1] is probably the limit, the actual issue is being able to do that while also avoiding colliding with other road users. The challenges of state estimation and control should be the same.
Humans have one advantage over autonomous cars in ice: they can pull over and put on chains. Cars can’t do that (yet).
(I’d love to see a serious winter vehicle that can deploy traction devices by itself, perhaps while rolling at very low speed. Off the top of my head, it seems like it might be easier to put them on then to take them off.)
I hate this sort of take. Humans aren't horrible, on average, they're about average. Your opinion is just a statement of "my judgement is decently far from the fat part of the bell curve" but dressed up in "and I know better" type snobbery.
Eh, it's a pretty big distinction weather-wise. Extreme Western New York and the Tug Hill plateau are all susceptible to somewhat frequent lake effect snow. Given the right time of year and wind fetch, you can see narrow convective / lake-effect snow bands from the Finger Lakes. But broadly speaking the actual annual expected snow and the phenomenology of the storm systems that produce that snow are very different over the rest of the state.
Had to drive someone to the Fenway area the other day. And that was bad enough in perfectly reasonable weather :-) I'm OK with driving into the cit(ies) in general but don't regularly go into that area of town.
It's easier in bad weather because the ~10% of stupid people who traffic normally just kinda flows around slow it to a traffic jam that's pretty impossible to screw up too badly.
Much like how a pilot captain boards a ship to steer it into port, traffic systems will be able to be a bit more 'hands on' when it comes to getting traffic through junctions safely, regardless of the weather. Hence, on the final journey through a city, the city traffic systems will be directing your car.
For the journey on highways between built up areas, variants of today's self driving systems will suffice.
I wouldn't call things like radar and lidar unnecessary but in principle a good AI vision system should be able to operate at the same level as a human eventually. Of course if you don't have such an AI just yet, you need a stop gap solution. But I wouldn't bet against AI getting there eventually. Probably not on Mr. Musk's accelerated and optimistic schedule though. But give it another five to ten years and things might look a bit differently.
What Waymo is doing now with much less than perfect AI is of course completely pragmatic and very impressive. I'm kind of eager to see them start operating self driving outside a few restricted zones in the US and for example in European cities. I live in Berlin, so probably we'll have to wait quite a bit for people to finally let go of their fax machines though apparently there are some trials with self driving buses about to kick off here now.
No camera system comes close to the capabilities of human eyes, combined with general intelligence.
i grew up where bad weather was common enough that we cosidered it not worth shutting down for bad weather so we risked driving in it - but it was always a risk and many do die from taking that risk.
Dead Comment
I have a model 3 with v3 FSD hardware. FSD is an objectively terrible driver compared to the average human.
He's wrong. Cameras are not enough... but they're certainly cheap enough.
When I was getting my driver license I had to perform a series of tasks as part of the process. On of first was driving a 50m narrow curve forth and back. I had my exam in the middle of winter. The training yard was fully covered in snow. I was young and didn't knew better, so I got in the car and begin my test to quickly realize I couldn't see shit. I tried my best, but next moment I was told I got off the curve - the examiner knew it by heart - and I failed the test. Back to school and see you next semester.
A learning experience on so many levels.
Anyway, since then I always come back to that single experience when I read about self driving vehicles.
You have to pass theory exam - when I was doing it it was 30 questions with four possible answers out of ~500 pool [1] now the pool is 3700. If I'm not mistaken you could make two mistakes and still pass the test. The questions are either road diagrams, ie. intersection with three cars, road signs and/or lights and you have to tell in which order cars will go or a picture from drivers POV and a question what you should do in such situation - like three lanes, car on the middle, the right is a bus lane and the question is if the driver is allowed to take the left lane.
Once you get that done you can take practical driving test.
It starts on a training yard where you have a series of tasks, like said driving forth and back on a curve in one sweep motion, starting a car on a incline without going back or losing your engine - mind you we're driving manual - parallel parking between cones [2], etc.
If you ace them instructor will take you for a 30-45 minutes ride around town. Apart from normal driving he will ask you to few random tasks like parking in normal conditions.
Any mistake will end the trial with a fail and you have to start all over again. Three failures and you need to redo your theory exam.
[1] I have really good memory and when I taking my exam I went through all questions few times - they are publicly available - and when I had my exam I only looked at the picture and double checked if the question ended up with question mark or period as some images were reused and I knew my answer. I don't think I would be able to do that again with that 3700 question database lol.
[2] before taking exams you go to a private driving school and my instructor gave me a cheat code for parallel parking - which is extremely tight, but also, as pointed by my instructor, government regulated, so all the cones have to be in very precise spots. Not only that, but you take the exam in government selected car (whoever won current bids). So he told me to back up until I saw a cone lining with door post, then full stop, rotate the steering wheel by a exact amount of degrees, etc.
PS. gun permits are given on similar grounds, plus you are required to have a regulated gun safe at your premise and it has to be permanently attached, so given the fact that many of our apartments are smaller than your garages and most people are renting significantly reduces access to guns :)
Look at Scottie Scheffler's arrest for an extreme case of how very hard this is to get right.
even better if this is the only way to get around. no transport for whoever the Trump admin decides is insufficiently loyal!
y'all need to get more creative with your dystopias
[1]https://www.youtube.com/watch?v=2MWib6bnnT8
(I’d love to see a serious winter vehicle that can deploy traction devices by itself, perhaps while rolling at very low speed. Off the top of my head, it seems like it might be easier to put them on then to take them off.)
I'm guessing they meant _Upstate AND Western New York_.
Glad someone in Waymo saw the potential for testing for extreme snowy conditions there.
When I lived in NYC I used "upstate" to mean anything not in the five boroughs, Long Island or Westchester, and I don't think this usage is uncommon.