Why Tesla’s Auto Pilot Can’t See a Stopped Firetruck
wired.com
wired.com
The Mobileye system just doesn't do well with obstacles on the sides. This was well known years ago; you can see Mobileye's videos with boxes around cars it recognizes. This is why you have to do self-driving as geometry first - if there's something there, you can't hit it, even if you can't identify it. LIDAR-based systems map everything out there. Understanding is optional. When in doubt, don't hit it.
It's no good expecting the driver to take over. The driver can reasonably expect the system to react to a clearly visible obstacle, but doesn't know whether it will steer around it or stop. By the time the system has failed to react, much of the driver's reaction time has been used up.
Tesla's system as shipping is apparently too dumb to steer around an obstacle. It's just lane-following and auto-brake. They don't mention that much.
[1] https://www.mercurynews.com/2018/01/22/tesla-on-autopilot-sl... [2] https://www.youtube.com/watch?v=fc0yYJ8-Dyo