| I think the big issue is that if you really want autonomous driving over any road, you will likely either need sensors beyond vision or some AGI level model of the world. For example, on the highway, truck infront of you drops some debris. What do you do? It can be dangerous to suddenly swerve or brake, but also dangerous to hit something. What you do In real life is quickly evaluate. You are looking at the object that fell and estimating how deformable it is. For example, if it looks like a wad of paper, you would continue on. Or you estimate if you have clearance based o how big it looks and your mental model of your car’s clearance. You also look at the traffic beside you and behind you to evaluate risk of braking or swerving. You are also doing object recognition. If it is an empty box, you may be ok hitting it, but if it is an infant car seat that fell, you will brake hard/ swerve even if it is dangerous. Also, for people who bring up the safety of human drivers, one thing to consider is the safety of a hybrid approach where the human is still in charge but you have safety features like lane keeping, blind spot monitoring, automatic emergency braking, etc. That hybrid approach may be actually safer than either only human, or only computer driving. |
Object recognition has been a part of autonomous driving systems for a very long time. The difference between a stroller and a piece of paper is pretty well understood by these systems.
> For example, on the highway, truck infront of you drops some debris. > What do you do?
The answer is to always keep a large safety margin between you and the vehicle in front of you when traveling at high speeds, so you have time to react and take the safest course of action. Seconds make a huge difference in this scenario and it's easy to get them. No autonomous system is going to be hugging a truck bumper, but rather is going to always maintain a significantly greater safety distance than an aggressive human driver would.
> If it is an empty box, you may be ok hitting it,
You can never be sure that the box is empty, so I'd recommend always swerving to avoid.