Police chief: Uber self-driving car “likely” not at fault in fatal crash
arstechnica.com
arstechnica.com
Can a NN learn enough human behaviour to predict a "pedestrians about to walk in front of car" situation without somehow possessing a very high level of reasoning? I think yes. But there will always be some edge cases. One other interesting aspect is how different human cultures will probably mean different training is needed for each particular culture.
You're being very tendentious rather than objective, rhetorical rather than dialectical.
A human driver, in the scenario as reported, can be expected to take a certain amount of time to react to an unexpected event, such as a pedestrian walking out in front of it. An autonomous driver, IMO, doesn't have that luxury. That vehicle should be aware of every other object it's sharing a length of road with (sidewalks and medians included). It should be tracking every other object at all times, anticipating a change of course. It should know the proximity of other vehicles, and be able to calculate whether it has space to swerve if necessary, and whether the following vehicle has enough stopping distance in an emergency. It should know EXACTLY what it will do in response to any of the potential hazards it can detect. It should absolutely not be exceeding the speed limit under any circumstances.
I suspect this incident will highlight one of the areas where investigators are not currently up to speed with technology. You can't look at an incident like this as if it was a human driver using multiple dashcams, because "It was dark and she came from nowhere" doesn't cut it. For an autonomous vehicle accident, the video isn't enough - investigators need to see and understand all the sensor readings taken by the vehicle in the lead up to the accident. Did the car detect the pedestrian? If not, why not? Why didn't it notice the change of course? How long before impact did it identify that a collision was imminent? Why didn't it brake?
Unlike a human driver, there's no human factor to consider. Every decision that vehicle made was based on rules. So "The Uber was not at fault" isn't enough - every day, thousands of people are involved in accidents where they're not at fault. That doesn't mean they couldn't have avoided it, and part of being a good driver is allowing for other people doing dumb things. The investigation needs to highlight exactly what decisions that vehicle made which resulted in this tragedy, and what can be changed to make sure it isn't repeated.
I have a hard time imagining how the normal police men/women on the street will be able to handle the information overload the black box of an autonomous car represents for them.
I'd assume law enforcement would need to create specialized units for this.
I can remember Continental testing emergency braking assistant in 2011. There was braking and accelerating noise near their office every day for weeks. They tested with giant rectangle and dummy pedestrian and apparently it worked well. Did Uber turned this feature off?
Edit: typos
Seem like your making a pretty big assumption that "Human driver would try at least an emergency braking. Even if it’s too late."
This failure mode (pedestrian jumping in front of the car) is quite often. I drive 10k miles early and encounter this at least once yearly. Last time it was an elder gentleman who felt off his bicycle on the street from pavement. Time before it was a boy with scooter. It happens often and the scenario is easy to test in closed area.
I'll forgive a human driver for not noticing a pedestrian and reacting in a quarter of a second. But all the marketing videos have trained us to hold an autonomous car to a higher standard. Certainly a lack of lighting isn't an excuse. The car should have known she was there, identified her as a potential hazard, and been prepared to take appropriate action should her course change. Speeding, along with the fact that the car made no attempt to stop before the collision, is a "back to the drawing board" level of failure.
This appears to me to be a suicide.
A good driver will look back at what they did after an accident to see if they could have done anything to prevent it, even if they weren't at fault. Uber need to do exactly the same thing. Fortunately, unlike a human driver, they have significantly more data than an adrenaline-fuelled mind and some grainy dashcam footage to work with.