Earlier quoted context omitted.
Waymo might very well be missing specific kinds of data (e.g more incidents/accidents, near-collisions etc) Also, Uber’s data might be useful for eval, not training (e.g « here is how Waymo would behave vs human drivers therefore it is safer »)
> Waymo might very well be missing specific kinds of data (e.g more incidents/accidents, near-collisions etc) Accidents and near-collisions are exactly the kind of scenarios perfect for simulation. You don't test them out in the real world and risk injuries/deaths. You need to have confidence they're handled before you deploy.
Uber wants to turn its drivers into a sensor grid for self-driving companies
101–110 of 152 posts
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#102Earlier quoted context omitted.
> When they want data about a school intersection in SF at a certain time of day, they just... synthetically generate it and simulate I think it's more about detecting changes to the world. You need boots on the ground, so to speak, to see that new speed limit sign or the new lane paint. The Waymo vehicle can no doubt react to changes in the world when it encounters them, relaying them back to the mothership, but it'…
That’s dumb then. It shows it’s just brute force rather than AI. A human doesn’t need to be shown every single road that exists in order to drive.
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#103> The insight driving the program, Naga said, is that the limiting factor for AV development is no longer the underlying technology. “The bottleneck is data,” he said. “[Companies like Waymo] need to go around and collect the data, collect different scenarios. You may be able to say: in San Francisco, ‘At this school intersection, I want some data at this time of day so I can train my models.’ The problem for all the…
Exactly. plus any delivery company/dashcam company can provide a bunch of data where ever there is any sizeable population.
About 8 years ago, that data would have been really valuable, but at best its nice to have.
the only thing that is valuable is the breadth of different cars, but even then its not that much of a differentiator.
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#104Earlier quoted context omitted.
> or the new lane paint. I'd be surprised if this is a thing outside the biggest US (and European, for that matter) cities, judging from Google StreetView there are lots of streets in US cities/towns with almost no paint lines at all.
Do you mean in the API? I live in an European country and I don't think I ever saw an asphalt road without paint lines. This varies a lot between countries though.
Then there's roads with just the center line markers with no road should markings.
Then there's a whole class of roads of lines over "demarked" old lines that weren't demarked well, or lines fading that should've been painted a long time ago.
I'm surprised you've never seen a non-perfect road?
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#105Earlier quoted context omitted.
> When they want data about a school intersection in SF at a certain time of day, they just... synthetically generate it and simulate I think it's more about detecting changes to the world. You need boots on the ground, so to speak, to see that new speed limit sign or the new lane paint. The Waymo vehicle can no doubt react to changes in the world when it encounters them, relaying them back to the mothership, but it'…
>You need boots on the ground, so to speak, to see that new speed limit sign or the new lane paint. It'll shock you to know that you can simply get this from governments, some even provide this in API form
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#106Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#107Earlier quoted context omitted.
> So yes humanity is demonstrably composed of egoist consuming hedonists Okay. How does this advance the discussion? Obviously then that means opposing that means being anti-human.
There's no advancement of the discussion to be had. If I may play his game: He writes to boost his own ego. By way of making his claim, he seeks to appear wise and wizardly, for who else but he could have made such an astute observation and present it with such confidence; it must certainly be true and he must certainly be better than us. And who would make such a claim, but the one who is pure enough to see through…
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#108> The insight driving the program, Naga said, is that the limiting factor for AV development is no longer the underlying technology. “The bottleneck is data,” he said. “[Companies like Waymo] need to go around and collect the data, collect different scenarios. You may be able to say: in San Francisco, ‘At this school intersection, I want some data at this time of day so I can train my models.’ The problem for all the…
I find the idea of learning from simulated data so unintuitive. How can you radically improve your model with just your model? I take it people do it, so it must work, but i just don’t understand it at all.
Re: Uber wants to turn its drivers into a sensor grid for self-driving companies
#109> The insight driving the program, Naga said, is that the limiting factor for AV development is no longer the underlying technology. “The bottleneck is data,” he said. “[Companies like Waymo] need to go around and collect the data, collect different scenarios. You may be able to say: in San Francisco, ‘At this school intersection, I want some data at this time of day so I can train my models.’ The problem for all the…
> The best example of why data collection isn’t the bottleneck is Tesla. They boast about billions of miles of data, yet they’re struggling to put out fully autonomous vehicles. Well, TBF, the tesla data was complete garbage with earlier vehicles. They had cheap and somewhat bad cameras in the earlier vehicles that was only somewhat recently updated. And even then, I don't think Tesla is at the end of their hardware…
I dunno about that. Tesla seems completely adrift, pretending to pivot with random forays into humanoid robotics or whatever, to the point that I wouldn't be surprised if they exited the consumer vehicle space altogether within the next decade. They have no answer for Chinese competitors.