New Tesla software to offer 'full' autonomy, Musk says
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Running cars into medians at 70 mph is the result of "focus[ing] entirely on safety?" Now they're going to focus on other things, besides safety?
Apparently, moving and stationary objects are treated differently, and both have to be intentionally trained, and that this was a case of seeing the stationary object but ignoring it, just like it does with most other stationary objects that aren't in the road. I'm not technical enough to go into specifics, but that's the gist from the article I saw-but-can-no-longer-find.
The radars in use have poor angular resolution meaning they can tell if something is moving toward or away from it, but cannot tell where that object is. Since driving down the road will necessarily involve many objects on the side of the road, but the radar apparently can't tell where they are because of it's poor angular resolution, the 'solution' was apparently to filter out everything moving towards the sensor at the car's current speed (e.g, all stationary objects.)
It's unclear to me what if any circumstances will cause the emergency breaking system in a Tesla to fire.
They are still claiming on their website:
>"All Tesla vehicles produced in our factory, including Model 3, have the hardware needed for full self-driving capability at a safety level substantially greater than that of a human driver."
...but without LIDAR that simply isn't true. Either the accident rate is going to accelerate, or their efforts to push out "full self-driving capability" will stall. And from what we've seen from this company so far, I'm afraid it's going to be the first. A recall to retrofit LIDAR is the only way they can save themselves from their marketing lie. They need to bite the bullet and fess up.
https://www.theverge.com/2018/2/7/16988628/elon-musk-lidar-s...
But if you talk with the leading experts in the field of car automation, the research groups who are actually making it work to some degree today, they are all using LIDAR. Furthermore you have people like the CTO of Mobileye saying that Tesla was trying to push Mobileye's tech beyond what it's capable of (past tense was, because Mobileye apparently dropped Tesla over this, prompting Tesla to develop their own presumably equivalent non-LIDAR solution in house): https://arstechnica.com/cars/2016/09/tesla-dropped-by-mobile...
The hardware simply isn't capable of the processing necessary to develop 360-degree situational awareness at the speeds that a vehicle would be driving.
https://www.bloomberg.com/news/articles/2017-01-08/alphabet-...
https://arstechnica.com/cars/2017/01/googles-waymo-invests-i...
What I'm 'implying' (saying outright I thought) is that Tesla hardware is unsuitable for the continued advance of automation functionality. What they're doing currently is already pushing their inadequate sensors to the limit.
“Musk reiterated his dislike of LIDAR and defended Tesla’s strategy of achieving “full autonomy” using only cameras, radar, and ultrasonic sensors.”
Autopilot's can't even sense stationary objects in front of the car. The most basic task of a self-driving system. Getting visual AI up to that point will require computing technology significantly more capable than what Tesla has on any of its vehicle--something on the order of two or three CPU/GPU generations more capable.
By the time the visual processing hardware is up to the task, the cost of a LIDAR system will no longer be the most expensive part of the car. Hell, there are already systems in pre-production that now cost less than $2000/sensor, before economies of scale.
Just like Apple did with so many things.
As for today's announcement I don't know what to say other than maybe they are trying to get in front of something they know is coming down from the NHTSA. I certainly hope they don't try to bluff them
https://www.wired.com/story/lidar-self-driving-cars-luminar-...
Even if these vehicles could be modified to support LIDAR systems, the modifications alone would likely cost upwards of $10,000 per vehicle, not including the cost of the LIDAR system (currently $20,000 for cheapest system offering 360 coverage). Those costs would bankrupt Tesla.
At some point, Musk needs to learn to keep his mouth shut. A sales person making these types of claims can be disregarded on the grounds that a sales person may not have the authority to bind the company. But if the CEO says the same things, customers who purchase cars based on the CEO's representations can definitely sue the company for failure to deliver promised goods.
Which is what he's currently doing. When they do finally admit that LIDAR is necessary, Elon will play the "no body could have foreseen this situation and we were operating under the best knowledge at the time" card.
He's bullshit all the way down.
For a visual processing system to accomplish the same task, it must first: identify objects in a frame. Identify objects in the next frame. Identify objects in the images taken from the other cameras. Compare the objects, taking into account positional differences arising from the speed of the vehicle, and triangulate their positions relative to the vehicle.
This is certainly doable (Microsoft Photosynth has been around for at least a decade), but each one of these tasks, and especially the last task, requires more processing power than Tesla has put into its vehicles.
See “Depth Perception” at [1].
But yes, you only need that second eye for stereo vision if you only have data from a single moment in time.
In theory, you can see perfect 3D with a single photoreceptor by scanning with it (giving up temporal resolution, a bit like a electron gun that can write a million pixels per second writes only 50 or 60 images a second on a tv)
[1]https://www.nhtsa.gov/technology-innovation/automated-vehicl...
In the US there are about 1.2 fatalities per 100 million miles driven [0].
About 19 months ago, Tesla said their cars logged 1.3 billion miles on autopilot [1].
I'd guess that autopilot number has at least doubled by now.
So if there have been far fewer than 26 people killed by autopilot, then it's already saving lives.
[0] https://en.wikipedia.org/wiki/Motor_vehicle_fatality_rate_in...
[1] https://electrek.co/2016/11/13/tesla-autopilot-billion-miles...
To the extent the numbers are statistically significant, it's worse than you'd expect. The fatality rate for Telsa drivers is 1/4 the average. Since the overwhelming majority of miles on autopilot equipped hardware are driven with autopilot disabled (per your article), that means Tesla human drivers are a lot safer than the average. So you need 1 fatality per 300-400 million miles driven just to match human Tesla drivers.
Furthermore the statistic doesn't break out the role of "Autopilot" features from the role of other safety features present in Tesla cars but not present in many other cars. More effective airbags, crumple zones, emergency braking(?) could all be lowering the fatality rate in Tesla cars enough to mask the "Tesla Autopilot" making driving more dangerous than if it weren't present.
Tesla fatality rates should be compared against equivalent class cars when driven by humans under the conditions which Tesla Autopilot are meant for.
Great point.
I'm looking for numbers and found this story [0] that says the fatality rate on rural roads is 2.5x urban highways.
How many miles are driven on highways and how many fatalities? Does one human driver die per 100M, 200M, 300M miles?
Should the standard for autonomous driving be 100%, 50%, or 10% of the human-driver standard before we agree that it's beneficial?
[0] https://www.npr.org/2009/11/29/120716625/the-deadliest-roads...
And that's horrific. It means that Tesla isn't saving lives, it's causing more people to die than would have died if they hadn't been using Autopilot. Worse, as Tesla's many competitors have demonstrated, is that self-driving cars can be safer than human-drven cars. Just not the way Tesla does it.
Blaming the customer might have worked for regular AutoPilot because of that legal footnote that AutoPilot-the-product is it not intended to be used as autopilot-the-concept, but good luck blaming the customer for a car that was in "full autonomy" mode.
Edit: the timing of this announcement is so very premature, I believe there might be another motive to it. Perhaps Tesla wants to negotiate from a stronger position in the next financing round.
"...begin to enable..." - bit of a jump to "full autonomy"
*Terms and conditions still apply, so it's totally your fault if your get into a crash while in the new "fully self-driving" mode.
What does that mean? The statement reads like it was carefully crafted to mean whatever Elon needs it to mean when it's time for it to mean something.
It could be as simple as extended self parking.
From a software engineering perspective it is an interesting announcement. With all the obvious limitations of the current autopilot, Tesla must have been working on a very different package for full autonomy - we might see a first glimpse of it with that release.
Elon Musk is the Elizabeth Holmes of self driving cars.
> With V9, we will begin to enable full self-driving features
The caveat ("begin to enable") doesn't change things. You might be at the beginning of pregnancy, but you're fully pregnant.
That would be correct if the Musk quote said they would "begin to enable" full autonomy. That assertion is distinguishable from beginning to enable features related to autonomy.
[EDIT: Given the medium and proposition, the appropriate interpretation seems to be the narrower one.]
Even limited full-autonomy seems totally out of the reach of Tesla given what we know to date.
What this means is that a large number of people are going to be deceived by statements like this from Musk, even if you think what Musk is saying is technically true, because they interpreted/misinterpreted Musk's statement the same way rayiner did.
If Tesla said they'd begin to enable self-driving functionality and released a feature that you complete some part of that like parking for you, or bringing your car up front (with the assumption that more features will come in the future), that'd also be completely reasonable.
I don't understand the jump between "beginning to enable full self-driving features" and turning on full autonomy in any near future. Obviously, Tesla has been releasing functionality piecemeal when they can; see: "features".
So when there's a broken car in your lane on the freeway the autodriver will just slam right into it.
I doubt the public will accept any system that has this kind of inherent flaw because it seems just insane to a human driver. This will probably have to be fixed before highway driving is approved but city driving, with a speed limit, might happen much sooner.
So 'self aggrandizing bluster' may not be the phrase the you're looking for. How about 'low cost, highly effective guerilla marketing' based on past performance?
I'm not sure that quite covers it either, since at least in the case of SpaceX he had a sizable number people rooting for him back when his rockets were still blowing up every time. Back in the Falcon 1 days.
I was one of them. I think rockets are really fucking cool. I think a lot of the leeway and fandom Elon has gotten comes from a hardcore contingent of rocket enthusiasts and electric car enthusiasts who really want to see him succeed because they were already passionate about that domain before Elon entered the picture.
Yahoo insist that for me to read this page they must store cookies on my machine [0]
However when I load the page in lynx and choose "neVer accept cookies", the content loads just fine [1]
[0] https://i.imgur.com/OIcmAby.png [1] https://i.imgur.com/ZdtpCxC.png