why would that be a hard problem? Shouldn't it be easy for the radar to detect if there are stopped obstacles ahead?
I am not familiar with AP tech. So would appreciate if someone can explain why it's hard to detect stopped objects using radar.
I am not familiar with AP tech. So would appreciate if someone can explain why it's hard to detect stopped objects using radar.
No. It's very difficult. Radar reflects off of everything. The only way to get a useful signal is to look for things that are moving at a different speed than you, like something moving relative to the road. So the radar software filters out all signals that have the same speed at the road ahead.
This means the radar won't see anything stopped on the road, because it's filtering out a huge number of returns from the road. This gets even worse because Radar reflects very differently based off the material. It goes right through plastic, water (humans) absorb it.
Even if you could try to read through the noise of the road, Radar doesn't have enough resolution to tell the difference between the road going uphill and a stopped firetruck.
"radar won't see anything stopped on the road, because it's filtering out a huge number of returns from the road"
what does that mean? sorry i am still confused.
Isn't the whole point of radar to detect objects around you?
It shouldn't matter if the object is in the road ahead, or on the side of the road, right? Because they are all obstacles that the car should avoid, no?
Like, a stopped car in front of you, vs a tree next to you on the side of the road, are both things the software should avoid, and NOT filter out, right?
That said, the impression I get is that Tesla's system is worse than even their initial version (provided by Mobileye).
Especially stopped traffic is a problem for vision only algorithms. It's easy to see moving objects, it's harder to see stopped objects. We humans are quite good at this, but machines have a long way to go here. Even with stereo view, everything that's a few hundred meters away doesn't have much difference between the left and right picture. Add to that that a few hundred meters away it's just a few pixels. So if it isn't moving it's like detecting a small object in a photo.
Lidar/radar are the only sensors which can reliably detect stopped cars at a distance if you ask me.