The View from the Front Seat of the Google Self-Driving Car
medium.com
medium.com
Not only is that a marketing win, potentially reducing accidents and saving costs for owners... if you jump forward many years of Google (or other) defending owners in court you would reach a point even judges would be biased to believe that the auto-driven car could not have caused an accident, further disadvantaging non-auto cars in the market.
Although I'm pretty sure only the manufacturer has access to this data (as part of their copyright on the car), so it would take a warrant for law enforcement to get it. I don't have proof of that, but I would guess that's why you don't hear about it more. It's only used when absolutely necessary.
I was reading a recent insurance case where the driver staged and accident, but the black box indicated what really happened, and the driver withdrew the claim when presented with the evidence.
Widespread data logging including dash cams is going to improve driver behaviour. Even some cyclists are wearing 'dashcams' and this will no doubt improve treatment of all cyclists, even if overall penetration is low.
The ambiguity between automatic/automobile/autonomous really makes me hope a better word surfaces.
Self-driving car is a bit too long.
Maybe nowadays car will be demoted to semimobile, or Human Driven Car.
"We will pay for any accidents caused" means "this will not cause accidents". Because no company would do that unless they were sure it wasn't going to happen. Just like when Google gives $100,000 for bugs in Chrome. They wouldn't say that unless they were sure there were no or relatively few bugs.
I programmed my brain to do this after learning to drive in Miami. I always look both ways before proceeding, just as I would before crossing as a pedestrian. When approaching an intersection, especially at night, I also try to look for what's coming from the side.
Intersections can be scary places
As a runner I find intersections terrifying and will typically cross instead a few hundred yards away. I'd rather jaywalk and have to deal with cars from only two directions. In my experience crosswalks are often the least safe place to cross.
Also, some comic relief:
- https://www.youtube.com/watch?v=6NEFYCaKakE (Starman)
- https://www.youtube.com/watch?v=e_BtPZRbZxY (George Carlin)
If so, consider that some intersections may require a long time (~45 seconds) for a ped to cross. When no one is crossing, this may be sub-optimal and a shorter time for that specific light combination should be used.
https://www.google.com/maps/@37.790723,-122.390108,3a,75y,92...
As you can see, the street-view car has captured a brilliant scene. Traffic is jammed. Many pedestrians are waiting to cross. The guy in the Mini is either going to run the light or stop in the crosswalk. The person in the white minivan has somehow managed to drive up the street car tracks. And for the topping, someone has blocked the bike lane with a portable sign.
http://www.chicagotribune.com/news/ct-red-light-camera-yello...
We don't do that anymore...
Some time ago I drove through that town without knowing anything about it. I didn't realize that they had such a concept, it just felt really stressful, because your normal expectations and intuitions don't apply.
Same after living in Orlando and now New York. Just because you have the right of way doesn't mean it's safe.
The 2 ton block of metal that hits your meaty body at 45 miles per hour doesn't care that societal rules said you were safe to cross.
Grandpa, what did you do before self-driving cars?
Well, we just drove them ourselves. We just needed a little practice and to take a test.
Wow, and nobody got killed!?
Oh, no, millions of people died.
Many of these articles do not give a comparison...so,11 per 1.7m miles sounds awesome, but how do you know what the current rate is?
The data I found had a passenger vehicle fatal crash per 100m miles as between 1.0 and 1.33, and a property damage only crash rate per 100m miles of 145, which relate to 0.01 fatalities per 1m miles, and 1.45 property only crashes per 1m miles.
EDIT for link because posting went silly http://www.fmcsa.dot.gov/safety/data-and-statistics/large-tr...
Granted, taking those 1.45 and 55% figures, we might compare the 11 accidents to approximately 3.2 accident (reported and unreported) per million miles in passenger vehicles. Emphasis on "approximately".
That said, I don't think you can compare those numbers because it really isn't clear what that "55%" number is supposed to mean.
Doing my own back of the envelope:
~3 trillion miles driven in 2010
drivers involed in PDO (property damage only) crashes: 18.5 million People injured in crashes in 2010: 4 million (from http://www-nrd.nhtsa.dot.gov/pubs/812013.pdf page 143) These numbers include estimates for unreported accidents
Expected crashes for self driving cars based on the above number 6.2 crashes per million miles 1.3 injuries per million miles
Actual number of crashes per million miles (11/1.7) 6.5 crashes per million miles 0 injuries per million miles
Of course, we have no idea if this comparison is at all valid. Given that the incidence of accidents is highly dependent on the ratio of highway miles to street miles, I doubt the comparison is at all accurate. I suspect that since the greatest challenge to self driving cars in on streets, self driving cars have traveled a higher ratio of street to highway miles than normal.
If we take Google at their word that not one of the 11 crashes was caused by the self-driving system, then these numbers aren't evidence against the self-driving car being safer even with human drivers sharing the road. It's possible the car was driving unsafely in some way that increased its risk of accident without ever directly causing them, but we can't even guess at that without knowing the probability of their crash rate being this distance from the mean by pure chance.
So, do you really think the roads will only be safer when all cars are self-driving--you don't believe there will either be an incremental benefit in overall safety as more self-driving cars get on the road, or a specific safety benefit to owners of self-driving cars?
Had you encountered it before?
Lānaʻi might be a good candidate: absolute isolation from other road systems, a small population (3000 people), and a single owner (Larry Ellison) who's just the sort of filthy rich technophile who might be willing to replace an entire island's cars.
Singapore could be the first major city to make the move, due to its authoritarian government (hey, I don't like it, but it might make this easier), strict rules to keep the stock of vehicles relatively new, and relative isolation from other road systems (only two bridges to Malaysia).
Hawaii in general seems like a great place to start a lot of "infrastructure 2.0" (if I may carelessly make up a term) projects geographically, but the logistics are tough because so much of the population is desperately poor, there's already a lot of class/ethnic tension and to top it all off, local government is a mess.
See, that's the thing with Hacker News. A lot of people here think Silicon Valley is the center of the world and everywhere is just like us, when the fact, we are living in a little bubble and a lot of the US operates very differently.
You really mean "It's a myth that poor people drive in heavily populated cities.", in that case, you would be correct lol.
The issues with public transports are the same as with biking in the US: It works better when cities are really dense. Suburbs destroy the efficiency of public transport, biking, walking, inline skating, and any other non-car transportation.
I suspect that will not be the case. While public transportation may catch up on price (if the political will exists to push it there), I do think there will be a period of time where hailing a self driving car will be cheaper than some or most public transit options.
A robotaxi can take you to the local robobus hub, which drives you to the local robotrain point, whereupon a Just In Time (un)scheduled train will leave, as all journeys can be coordinated.
Self driving cars won't always be new though. The price of the technology will drop rapidly as they become mass produced. And there will always an economic advantage to renting vs owning. The cost of the car is effectively divided over several people instead of one.
In 2025 automakers simply won't be allowed to make a "manual control" car, and by 2050 there will be basically none left on the roads.
To be entirely honest, I don't expect to see the elimination of occupant driven motor vehicles in my lifetime.
The model I see that will remove individually-owned, occupant driven vehicles will some variation of:
My company will purchase your auto and credit you some amount of haulage on my autocar network, and perhaps some cash. For the low income people using sub-$1,000 cars a token amount of credit will be sufficient. The real value for them will be the convenience and reliability of transport they get from my system. Imagine not losing your hard-won job because your "beater" car failed at an inopportune time. Imagine not having unexpected car expenses that make you choose between, say, food and transportation.
The higher-end market will be a tougher sell, but there are likely productivity, personal time, and environmental impact arguments that can be made there.
I'll sell your car (likely at a loss) in some area when I haven't achieved market penetration yet (or for salvage). Once you're bought-in to my network you might leave me for a competitor, but ideally I'll use regulation, contractual lock-in, and other tools to attempt to keep Customers tied to my product until I've recouped my initial investment.
I think it could work. I don't particularly like it, but I think it has at least a non-zero possibility of happening.
I'd tend agree with your comment in the short term. Moving my daughter's child safety car seat would be a pain, for sure. Longer-term I would expect to see modular standards emerge for child safety car seats. You lock your child's seat into the standardized base that's hiding under a seat cushion in the back of the car. There are already stroller / pram systems that incorporate the child safety car seat, so I could expect that market to boom, too.
Moving things besides yourself is something a lot of people in urban areas already do with public transit. With a private autocar service it's more likely that you'd get more space than on a subway or bus, so I'd think it would be even easier to move more than just yourself. I would expect a rental option to let you keep the car with you, as opposed to it returning to the fleet when you reach your destination.
- Most traffic problems are a result of human (over)caution and poor merging technique. A centrally coordinated system of self-driving cars are perfectly aware of each other's intentions and could run much smaller safety margins, as well as make lane/exit access perfectly equitable. The effective carrying capacity of highways would increase immensely, and traffic jams would be a thing of the past.
- 100% of cars on the same coordination system would also allow us to do away with most stoplights, as it could simply modulate speed so that intersections are always running in both directions, but cars never collide. (This could be overridden for pedestrian crossings, and wouldn't be much of a benefit in the city, but in places that are already pedestrian-hostile - i.e. most of Real America - it wouldn't make things much worse and pedestrians would be pretty rare.)
To boil my position down: I want to see an Internet-style architecture rather than a "Bell System" style architecture. I'd rather have "smarter cars" with "dumber roads" and as little mandated centralized control as possible.
In a decentralized system attestation of identity (likely tied to one or more existing civil methods) and attribution of actions observed to individual vehicles would definitely have to be a component. Any identity system cannot approach 100% reliability, but if every car is able to report to law enforcement (or private driver reputation-tracking networks) the observations it makes of the behavior of other drivers I would expect that "cheaters" would be visible as statistical outliers.
"The car to my left doesn't answer as a known transponder challenge/response in the vehicle reputation database I am querying. I am going to assign a lower priority to any non-emergency events it is reporting to me."
"Hey-- that car just started broadcasting a different transponder response. Something is really, really funny where. I'm going to alert cars in my proximity that something is up so that they can physically identify the car with their LIDAR / imaging / etc. and treat it cautiously. If enough funny-business occurs eventually law enforcement will be alerted and physical interdiction can occur."
"According to the vehicle database I'm subscribed to this car always traverses statistically similar routes 15% more quickly than other cars. Other cars in its proximity on these routes have their traversal slowed as compared to their traversal of the same routes when this care is not present. It sounds like funny business is at-play. I'm going to cast a vote for this car to be more likely to be subject to an inspection."
etc.
I'd prefer such a world to not involve the ability for totalitarian (or-- ahem-- certain republics who purport to be democratic in nature and are filled with power-mad bureaucrats conducting dragnet surveillance) to use these tools for public surveillance, but I'm resigned to that fate. Self-driving cars themselves aren't a threat to freedom, but the infrastructures of surveillance and control that will grow up around them almost certainly will be.
Freedom aside, whatever happens is going to end up being an information security nightmare. Too many disciplines who have never had any exposure to information security are going to intersect with this technology, and each of those intersections is going to be ripe with all kinds of interesting threats and failure modes. People will be inconvenienced. People will be robbed, physically assaulted, and violated. People will die. I have no illusions that criminals are unsophisticated and that these systems won't be attacked in every possible way.
> If we can require all self-driving cars to take orders
> from a central authority, we can do some pretty amazing
> things
The possibilities for fine-grained congestion and peak-usage charging are endless, for exampleI enjoy driving. I like driving cars. I still drive a manual and will not buy an automatic transmission. I participate in car clubs and I compete in autocross events. I enjoy automotive photography and I do my own maintenance on my vehicles.
What happens to people like me who actually enjoy driving and the act of owning a car? Do my loves get phased out because the majority of people just think of cars as appliances? Will this give birth to "classic-driving shows" just like we have classic-car shows and cruises?
Not saying I don't like innovation, I'd absolutely love to own a Tesla Roadster, but some things need to be preserved.
Still feels bad that some I love doing every day will be regulated to somewhere far removed from where I live and done only a few times a month at best.
But other wildcards could cancel that out. A law could be passed shielding humans from excessive payouts, in which case insurance could stay low. If you were demonstrated to be a safe driver by the automotive panopticon, you might still be able to get cheap insurance, although that one raises its own questions. And of course the ultimate wildcard is that they get sued out of existence entirely somehow, despite being provably safer at some point.
Take a look at newspapers -- I have no fewer than 5 relatives bemoaning the collapse of physical newspapers. Because nostalgia. It's decidedly more efficient to get your news electronically. How long before The Times discontinues home delivery?
Even if (when?) self-driving cars become the majority, I think you'll still see hobbyist avenues for enjoying cars -- with, my guess is, higher expense to you and a lot more regulation on use (e.g. not allowed to drive in cities?).
However if it is a taxi, it will likely go on to its next fare.
Oh, you'll still be able to drive, alright. On private roads designated for those who want to take their life into their own hands.
For regular, public roads, your love of driving will take a backseat to others' love of continuing to be alive and uninjured.
Enjoy your cars now!
However that begs the question: by sheer numbers would that make insurance on a automatic car comparable to a manually driven one? If there are significantly less manual cars, there are less accidents to pay out. An accident in a manual car is not a guarantee just like no accidents in automatic cars is not a guarantee.
I think if manual insurance was more expensive it would be an artificial premium based on the fear of something happening.
But less to spread the cost over. Moreover, insurance rates aren't set at just enough to cover the average expected cost (which would result in, over any given time period, a 50% chance of the insurance company losing money) but enough above that that the insurance company is fairly certain that it will not lose money -- because of the law of large numbers, this will (for any given minimum probability of profitability) be closer to the expected cost when there are large numbers to spread the risk over, and farther (above) that expected cost when there are smaller numbers.
So, smaller numbers of manual cars will -- all other things being equal -- drive up the costs of insuring manual cars if they are a separate risk pool from automatic cars.
Who has the liability for collisions? Manufacturer? Owner? Last mechanic who serviced it?
With MOUI you must disable a number of safety systems designed to prevent idiots like you from manually operating their vehicles while inebriated, overtired, wasted, decaffeinated, angry, emotionally distraught, or suffering from hormonal disorders like PMS or testosterone poisoning (the latter having been positively identified as a leading cause of stupidity among males between the ages of puberty and death). After disabling the safety systems (which task almost certainly requires ice-cold sobriety), you must decide to switch the vehicle to a manual mode of operation. In some cases, this requires installing a manual mode of operation.
After this demonstration of superior technical skills and poor judgement, you must then deliberately impair your defective judgement further by quaffing, inhaling, injecting, or otherwise consuming something mildly toxic (or, in some precedent-setting cases, breaking up with your girlfriend.)
At this point you might argue that you are no longer responsible for your actions, which actions include climbing into your vehicle and attempting to pilot it home. Technically, this is true. The prosecution will counter by arguing that it isn't Manual Operation Under the Influence that you are going to be humanely (if rather publicly) executed for. It's the fact that you deliberately made such an irresponsible act POSSIBLE by putzing around with your ride. You know those signs that say "don't putz around with this system -- serious injury or death could result?" Well, they were talking about YOUR death, and it is now resulting. """ (http://www.schlockmercenary.com/2002-08-29) ;)
I do hope that we would start holding drivers legally responsible for the deaths and injuries they cause. If you choose to drive a car yourself and you cause an accident that kills someone, then you should face a manslaughter charge. If you hit or injure someone, that should be an assault charge. I think it is ridiculous that this currently is not the case.
It doesn't need to be spelled out that crashes are not evenly distributed between the driving population, and taking the 20% worst drivers off the road is going to reduce crashes by 80%.
My insurance rates are low because of a very good driving history despite owning high powered cars. I don't see any reasons why that would change.
Self-driving cars would be great to drive to the workplace and back home. But on weekend I want to drive myself on lonely scenic roads.
So far I've been a responsible adult and not done that But it's so tempting. Until I think of all the lives I will put in danger. Maybe they can invite me to a test track so I can be an a-hole to the self driving car in a safe and controlled environment. :)
http://www.nomachetejuggling.com/assets/machete_juggling.gif
I don't look forward to the day when I'm no longer allowed to drive my own car but it would be awesome if robot controlled cars coordinated among themselves to avoid traffic jams and to operate safely at much higher speeds. I could see cars of the future running normally at 200MPH+ were typical human drivers would find it difficult to operate safely. Hey and no more traffic tickets. One possible way to move in this direction would be to introduce robot only lanes.
I bet if you quiz twenty of your driving friends, you'll find more than three opinions on the right way to clear a four-way stop, for example.
Self driving cars might not be more compact, but if they can keep themselves occupied for a higher percentage of the day they can be a big win for efficiency.
The most google can do: send you ads for shovels.
The most police can do: pull you in for murder because they correlated your car to where and when some body was buried.
You may as well say, "the most police cameras can do: send you an automated speeding ticket", which is of course painfully naïve.
Google could do plenty of evil with your data.
Ideally, maybe no one should track my every move. But to talk about police and google in the same sentence in terms of ramifications is so far off I can't be anything but incredulous :)
And you think this is something google might reasonably do?
Fuck. If you are around the NoVA/DC area let me know. I'll buy you a drink just so I can get a good laugh :)
Otherwise, what Google could do is, say, record your dangerous driving (maybe that one time you were rushing a friend to hospital and ignored some speed limits). And then, every time a potential employer googled your name, they would see this "dangerous driver" notification. And you have no way of removing this, there's no statute of limitations, there's no way to correct it. For the rest of your life, that's the first result anyone sees when looking up who you are.
That's what Google could do.
But hey, feel free to over-react on google, but not about lack of gov. oversight.
The youngest MP for a few hundred years was elected the other day. Her name is "Mhairi Black". Google her name, and see what you find on the first page.
Now, what have Police Scotland been up to....The last thing I remember seeing was a complaint about their ridiculous policy of sending armed officers to events that clearly didn't require them. They apologised and gave assurances that armed units would only be sent out in response to specific incidents.
Or do you mean personal interaction with the police? Last time I saw our local policeman, it was because his young son was scared of dogs as a big dog had knocked him down while playing. We took our puppy round so he could pet him and get over his fear.
I'm not sure what lack of government oversight you think there is. Holyrood is under constant scrutiny, not least by those who'd like to see it abolished!
Contrast that with police collecting that data and not requiring any, however made-up, oversight.
Good luck trying to make that work in places with privacy laws.
Of course most drivers are still primarily using it to vent their aggressions, but doing that is abusive and can result in a fine.
What would complicate automated honking, however, is that the specifics are likely different from legislation to legislation.
There will eventually be a fatality caused by a self-driving car. I wonder how many of these we will be willing to accept. Say self-driving cars reduce fatalities by 10x. That is, by switching 100% to self-driving cars there are 3300 deaths a year, but they are all caused by self-driving cars.
Would America accept that?
I personally doubt we would. I think the number will have to be in the hundreds at most, closer to what we accept from plane crashes.
How safe do self-driving cars have to be before we start using them?
There is so many unknowns with this, it's really hard to know. Like if the self-driving car gets in an accident (that is a result of the self-driving car), who is responsible? Google? Me? Other driver? Car maker? Car seller? Insurance company?
Humans have kind of accepted that humans make mistakes, you're trained from day 1 to when you die, humans make mistakes. It's a bit different when it's a program with a giant state machine.
currently there are only two sides, but with self-driving cars both sides could try to blame the other OR any other related entity (even from their own side) --what if both sides agrees to go after a 3rd one?
The insurance company is not going to be responsible in the first instance, though it may be insuring someone who is responsible.
For the rest, its hardly as if the responsibility for damages that aren't attributable to improper operation but are instead result from the design/manufacture of the vehicle and/or the failure of the owner to properly maintain the vehicle in a safely operable condition have not been extensively litigated already; so, while "self-driving cars" might be a new thing, the legal system isn't devoid of guidance on how liability could apply to them.
> Humans have kind of accepted that humans make mistakes
Self-driving car errors are all human mistakes, even if the mistake becomes visible distantly (potentially in both time and space) from the error itself.
The cars may not be wrong often, but I think we would have a hard time accepting accidents that we cannot understand why they happened.
What about the reduced individual and societal costs (in insurance, medical, lost productivity, psychological trauma) that come with a 10x reduction in driving fatalities?
People might see the value of a 10x (or even smaller) reduction if it is expressed in those terms.
For example, if I use https://www.dot.ny.gov/divisions/operating/osss/highway/acci... , then I see that most of the quoted accident-rates are 1.8-3.29 per million miles. If I use a rate of 2.2/1m and use the simple binomial approach of x events per million miles, then the self-driving cars are statistically-significantly higher accident rates (since 14>3.74, and `binom.test(14, 1700000, p=(2.2/1000000)) ~> _p_=3.778543e-05`).
But what kinds of accidents are those? If I instead look at https://www.dot.ny.gov/divisions/operating/osss/highway/acci... and look at "Property Damage Only" accident-rates, it seems the human rate per million mile is more like 65-85. Now, unsurprisingly, the robots look superior (14<110, `binom.test(14, 1700000, p=(65/1000000)) ~> _p_=2.2204e-16`).
And if you try to argue apples and apples and use fatal accidents from the same source, noting a range of 0-1.33 fatal accidents per million miles, and 0 fatalities due to the robots' 1.7m so far then the difference is unclear (0<0.85 but `binom.test(0, 1700000, p=(0.5/1000000)) ~> _p_=1`) because the usual tests don't like 0-counts and the robots have not driven enough to clearly distinguish themselves from normal human rates.
(This is an ironic statement)
Might need to tighten up the jaywalking rules a bit, but nothing major.
On a serious note: I'm sure strolling into highway traffic will be approximately as legal as it is presently.
Being a few meters off from a crosswalk cars will stop while they would easily be able to drive on before you (Which they would do in Belgium).
Even ignoring the privacy-scary scenarios of the car auto-emailing the cops to say "Dear local PD, this guy just jaywalked and halted traffic on Oak Ln, here's my [sensor gestalt] to prove it and a [photo of the offender]", it'd be pretty trivial for anyone owning a fleet of these machines who was tired of jaywalkers slowing down their commute to dump data on jaywalk-stops in the aggregate, giving cops all the numbers they need to target enforcement.
http://www.vox.com/2015/1/15/7551873/jaywalking-history
All of this happened by the mid-1920s. As of 1925, the number of cars per household in USA was 0.6. (It would later peak in the 1980s at 2.2.)
http://en.wikibooks.org/wiki/Transportation_Deployment_Caseb...
Is your hypothesis that the poor folks got cars first?
There's a million social elements here we haven't explored. Imagine driving through a ghetto and lots of people rush over to your car to rob you (or worse). Your car will happily brake for them, when a human would have recognized the situation and accelerated and veered off to avoid them. Or weird edges cases like garbage on the road or somesuch and the car not being able to outmaneuver it because it may be illegal, but a human with a more lax acceptance of traffic laws will veer into the right lane close to another car to avoid it.
Or just the daily grind of speed limits. On the expressways I drive the posted speed is 65-70 yet most everyone does 80-85. Doing a steady 60-65mph because of how laws were written to get speeding ticket revenue might be annoying. Especially if you're the only non-human driven car and everyone is speeding past you and honking because you're not going the speed of traffic.
You can't play blindfolded frogger.
EDIT: "friction" is a better function name than "mu", even though we all feel nostalgic for high school physics.
Latency and Inertia still exist with autocars. Anyone wishing to challenge physics may as well be awarded a Darwin Award.
But a decent brake system and tires can do 1G, which is pretty good. I suppose you could go to maybe 5G for a true emergency brake system (which would be pretty rough on the occupants, eyeballs-out), but it hardly seems worth the cost (in money, weight, maintenance, accidental triggering, etc.) compared to good sensors and the existing braking systems.
It would ruin the car and likely damage the road but as long as the passengers can be protected from the rapid deceleration, it just might save a life.
OTOH you could just wrap the entire car in airbags and protect pedestrians the same way you protect the passengers. Not sure how practical or useful that would be, though.
While you can instantaneously stop a saw blade to save a finger, stopping a car 'quickly' will likely move the potential problem to one of ensuring the safety of the passengers...
<snark>I also don't see how a car could dive below the roadway instantly. Roads don't have car-sized holes in them. Usually.</snark>
Here's a demonstration, it's very fluffy but it gets the point across. https://youtu.be/eiYoBbEZwlk
Yes, of course! Just staying on a road is a piece of cake. Most of the research for self-driving cars is dealing with unexpected cars and pedestrians.
> And how safe are they?
According to the article, 1.7m miles driven without at at-fault accident. Self-driving cars drive very conservatively.
> What if the car sees a tumbleweed that it mistakes for a boulder and puts it into emergency stop mode?
Probably the same thing that happens when humans make visual mistakes: it would slow down and stop.
Of course, the self-driving car is looking at the tumbleweed in the visible spectrum, using LIDAR, maybe IR and probably some other sensors. We just have our squishy eyeballs.
I believe digital image recognition is better than human, and a lot faster to boot (hah!).
However, I was still wrong. Have a look at the summary paper from ImageNet: http://arxiv.org/abs/1409.0575
Page 31 states: "Annotator A1 evaluated a total of 1500 test set images. The GoogLeNet classification error on this sample was estimated to be 6.8% (recall that the error on full test set of 100,000 images is 6.7%, as shown in Table 7). The human error was estimated to be 5.1%."
There are some bits there where GoogLeNet did better than human, but it was usually on specific classifications (what breed of dog is that, for example). Generally, a human is slightly better.
It's worth noting, however, that the error rate was halved from 2013's winners. I reckon the 2015 error rate will beat human, and in following years there will just be no contest. Just like chess programs have gone far beyond human capabilities.
And, of course, with cars we're talking about having multiple images plus depth perception, which makes it a lot easier for the machine.
IMHO one random day out of the year, you should be equipped with heavy machine guns and allowed to blast anyone in your way. A simple solution for a simple problem.
As a driver... well, I guess they're just being selfish idiots.
... until the smart-grid notices the disturbance in regular traffic flow and auto-notifies the authorities that there's something weird going on on Oak Ln. every Monday morning during rush hour... ;)
"Google and Delphi said their cars were not at fault in any accidents, which the companies said were minor."
> If you spend enough time on the road, accidents will happen whether you’re in a car or a self-driving car. Over the 6 years since we started the project, we’ve been involved in 11 minor accidents (light damage, no injuries) during those 1.7 million miles of autonomous and manual driving with our safety drivers behind the wheel, and not once was the self-driving car the cause of the accident.
I genuinely look forward to future stats that will tell us self-driven cars have a much lower likelihood of even being involved in accidents, independent of fault. To me, that level of defensiveness and net safety is also a measure of progress.
As an example: Let's say a particular self-driven car has a low threshold to "stomp on the brakes, hard" at the slightest sign of danger. Will this keep it from accumulating "at fault" accidents? Probably. But can that behaviour effectively contribute to causing accidents that it's not "at fault" for (being rear-ended)? Probably. Safer roads? Difficult to say.
"we’ve been hit from behind seven times, mainly at traffic lights but also on the freeway"
If you are stopped at a red light with a car in front of you, sitting there and taking a collision from behind can be the best course of action, depending on the trailing car's speed.
Now, many PDO incidents go unreported, but, medium does not offer a number for comparison, so, when you see the headline "11 accidents in 1.7m miles" you have no reference to whether this is high or low.
Data for GES [General Estimates System] come from a nationally representative
sample of police reported motor vehicle crashes of all types, from minor to fatal.
... Although various sources suggest that about half the motor vehicle crashes in
the country are not reported to the police, the majority of these unreported crashes
involve only minor property damage and no significant personal injury.
I guess that's saying the actual number should be about double, so ~3 per 1M.I'm also wondering if any private operators of fleets publish stats. For example, does FedEx or UPS publish accident rates? I know those numbers would also be skewed, larger vehicles, more frequent stops, etc. But it could be another data point.
The Delphi car was stopped at a light, in manual driving mode, when another vehicle lost control, crossed a median, and hit the delphi car.
I haven't seen a statement from Google other than that the accidents were minor and the fault of the other vehicles.
I think today's news article flurry might better be titled: Humans run into self driving cars about as often as human driven ones, meanwhile self driving cars do not run into other vehicles.