You accept a risk of false negatives all the time when you drive. Your eyes see something, your brain interprets it and then you quickly decide to swerve or not. We often (more than just often) think we see something, then it turns out to be something else.
It's not the same risk though. I don't ever mistake a parked white box truck for an open sky, and I don't mistake those gray impact attenuators at the exit for a travel lane (two actual mistakes Tesla's vision system reproducibly makes).
I don't dispute that vision only systems can be VERY good for driver assist tech. Because you're right, there are things that humans miss all the time that vision systems will catch, and we're overall safer for it. I love that!
But what Must is proposing is full level-5 self-driving using
only vision systems and that is CRAZY to me for the reasons I already stated above and others.
The problem is, when do you make the driver make the call, when 1 identifies an issue? Is it only when 2 identify an issue but the 3rd doesn't? If you are going to do a fail at 1, why even have additional sensors, just let it fail with vision only and have the driver take over. Save a ton of money, and improve the camera's, processing power, and interpretation of the camera's images?
As I said, the reason you supplement vision is to reduce false negatives. Vision systems can falsely determine an open road where there isn't one one BECAUSE they lack depth perception at large distances (stereo cameras can do depth at short distances). Is it a white box truck or open sky above a road? Is that lens flare covering a pedestrian? That's what lidar/radar can answer. It answers the very critical question of "Is there actually a solid object in front of me?"
My understanding is that Mobileye is vision-only, with the option to add radar. Which Radar isn't going to help much with a static object.
My understanding is Mobileye is saying their systems are capable of level-2 self driving, which requires full human attention at all times. Basically, adaptive cruise-control with lane-keeping and the typical driver-assist safety tech. As I said above, I think vision is fine for that. But hardly anyone would consider that to be true self-driving.
Last I heard from their investor info is that their plans for a level-3 system will make use of radar.