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That argument doesn't make any sense though. Clearly radar + lidar + vision is a superset of vision only. It can perform as well as vision only if you disable
by YZF 5y ago
That argument doesn't make any sense though. Clearly radar + lidar + vision is a superset of vision only. It can perform as well as vision only if you disable the other two.
So the claim is there is absolutely no scenario where the other systems can contribute which seems to be false. E.g. Tesla's cameras are blinded pointing straight on into the sun, the car even tells you the cameras are blinded. If the cameras are splashed with mud they'll also see nothing. Tesla's radar was able to see "through" some obstacles which the vision system can not (and you can see that in the traffic visualizations).
Now how far do you want to fuse, do you just want to overlap the unique sensing abilities of each of those systems? How do you handle conflict when you're in the regions where all systems sense "equally" well. Sure, there's questions. But clearly having more data can't make things worse.
Elon's argument that that's the way to go because that's how humans drive is just ridiculous. And I say this as a proud Model 3 owner (great car, will never ever be autonomous, I don't care). It doesn't pass the sniff test.
- jfoster 5y agoThe real equation is closer to: Radar + LIDAR + Vision + Cost + Latency - Battery Doing it with vision only saves on cost, latency & energy consumption.
- YZF 5y agoI agree it saves on cost and energy consumption. Not sure about latency. But it's an inferior sensing system [and] it remains to be seen whether it can do the job or not, so far seems like not. Even if it can do the job (by some measure) whether it can outperform the better sensing systems which seems unlikely. I'd pay a little more for better safety, we know the cost of "human safety" as it reflects in our insurance premiums...
- jfoster 5y agoIf fusing two data sources is necessary prior to making actuation decisions, how could adding another data source not introduce additional processing & latency? It's not just about paying more dollars, but also range. You're assuming that a dual system will be safer, but what if such systems are more prone to perception confusion, or other anomalies? Even if a dual system were safer, it doesn't make sense to say that you will pay for safety absolutely. For example, you can always add an additional smoke alarm to your house for some marginal improvement in safety, but at some point most people decide they are safe enough.
- olau 5y ago> So the claim is there is absolutely no scenario where the other systems can contribute which seems to be false. No. The claim was that pouring resources into those other systems is better spent improving the vision system, within the context that Tesla and Comma.ai is operating. > But clearly having more data can't make things worse. There are several examples of cars hitting stuff because one part of the sensor suite thought there was a problem, or that there wasn't a problem. In general, the more complex you make a system, the more complex the failure modes get.