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rappatic | 3 months ago

In the current state of self-driving tech, lidar is clearly the most effective and safest option. Yet companies like Tesla refuse to integrate lidar, preferring to rely solely on cameras. This is partially to keep costs down. But this means the Tesla self-driving isn't quite as good as Waymo, which sits pretty comfortably at level 4 autonomy.

But humans have no lidar technology. We rely almost solely on sight for driving (and a tiny bit on sound I guess). Hence in principle it should be possible for cars to do so too. My question is this: at what point, if at all, will self-driving get good enough to make automotive lidar redundant? Or will it always be able to make the self-driving 1% better than just cameras?

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bsder|3 months ago

> We rely almost solely on sight for driving (and a tiny bit on sound I guess).

And proprioception. If I'm driving in snowy conditions, I'm definitely paying attention to whether the wheels are slipping, the car is sliding, the steering wheel suddenly feels slack, etc. combined with memorized knowledge of the road.

However, that's ... not great. It requires a lot of active engagement from the driver and gets tiring fast.

Self-driving can be way better than this.

GPS with dead reckoning tells the car exactly where it is relative to a memorized maps of the road--it won't miss a curve in a whiteout condition because it doesn't need to see the curve--that's a really big deal and gets you huge improvements over humans. Radar/lidar will detect a stopped car in front of you long before your sight will. And a computer system won't get tired after driving in stressful conditions for a half hour. etc.

convenwis|3 months ago

There are unquestionably some cases where Lidar adds actual data that cameras can't see and is relevant to driving accuracy. So the real question is whether there are cases where Lidar actually hurts. I think that is possible but unlikely to be the case.

Royce-CMR|3 months ago

I think the safety of other humans eyes (lidar exposure) is the real negative for lidar use.

The MKBHD YouTube video where he shows his phone camera has burned out pixels from lidar equipped car reviews is revealing (if I recall correctly, he proceeds to show it live). I don't want that pointed at my eye.

I love lidar from an engineering / capability perspective. But I grew up with the "don't look in a laser!" warnings everywhere even on super low power units... and it's weird that those have somehow gone away. :P

thechao|3 months ago

Let's just do a quick comparison: the visual cortex consumes about 10x more volume of the human brain than the language center. So... that's a rough comparison of difficulty. I seem to remember the visual centers is also a lot older, evolutionarily than the language centers?

brightball|2 months ago

I can't speak for lidar, but the Tesla self driving with cameras only on HW4 in my little Model 3 is so good that I don't even think about it anymore. I never thought I would trust this type of technology.

Over the last 2 days I drove from Greenville, SC to Raleigh, NC (4-5 hours) and back with self driving the entire way. Traffic, Charlotte, navigating parking lots to pull into a super charger. The only place I took over was the conference center parking lot for the Secure Carolina's Conference.

It drives at least as well or better than me in almost all cases...and I'm a pretty confident driver.

I say all that to say this...I can't imagine lidar improving on what I'm already seeing that much. Diminishing returns would be the biggest concern from a standpoint of cost justification. The fact that this type of technology exists in a vehicle as affordable as the Model 3 is mind blowing.

ImPostingOnHN|2 months ago

Anecdotal evidence isn't super useful here in preventing tragedy, because the people with negative anecdotes might be dead, and thus cannot give them.

To wit: Plenty of other tesla owners in a similar position as you, probably similarly praised the system, until it slammed them into a wall, car, or other obstacle, killing them.

UltraSane|2 months ago

Tesla FSD cannot drive empty the way Waymo's have been able to for years. This proves Waymo's approach is much better.

floatrock|3 months ago

> My question is this: at what point, if at all, will self-driving get good enough to make automotive lidar redundant?

By 2018, if you listen to certain circa-2015 full self-driving technologists.

iknowstuff|3 months ago

if cameras end up only slightly better than humans - who cause 40k deaths annually and 1M worldwide, or a world war amount of deaths every 15 years or so - but rapidly deployable due to cost, they will save more lives than a handful of lidar cars.

As far as Tesla, time will tell. I ride their robotaxis daily and see them performing better than Waymo, but it's obviously meaningless until we see accident stats after they remove safety monitors.

flutas|3 months ago

> I ride their robotaxis daily and see them performing better than Waymo, but it's obviously meaningless until we see accident stats after they remove safety monitors.

I've seen this claimed a lot but never have gotten a definitive answer.

Is this like "overall better but hard to pinpoint" or "this maneuver is smoother than Waymo" or something in between?

Would love to hear experiences with them since they're so limited currently.

readthenotes1|3 months ago

Many humans do a really bad job at driving, so I'm not sure we should try to emulate that.

And it is certain that in India they use sound sound for echolocation.

rappatic|3 months ago

> Many humans do a really bad job at driving, so I'm not sure we should try to emulate that

Agreed, but there are still really good human drivers, who still operate on sight alone. It's more about the upper bound, not the human average, that can be achieved with only sight.

nwienert|2 months ago

Human eyes are incredible in so many dimensions, and that’s before you go to our embedded evolved world models and reflexes.

I think a future where cameras are more eye like would be a big leap forward especially in bad weather - give them proper eyelids, refined tears, rotating ability, actual lenses to refocus at different distances, etc.