How Active Learning Improves Nighttime Pedestrian Detection - NVIDIA DRIVE Labs Ep. 19

Active learning makes it possible for AI to automatically choose the right training data. An ensemble of dedicated DNNs goes through a pool of image frames, flagging frames that it finds to be confusing. These frames are then labeled and added to the training dataset. This process can improve DNN perception in difficult conditions, such as nighttime pedestrian detection.
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[Level]

I'm curious what kind of network was used to get which uncertainty heatmap from nvidia

[abdlhmdx]

Thermal cameras would be better at detecting pedestrians than normal photo cameras won’t they?

You could use a multi-lens system having one to see road signs and another to detect life forms to prevent roadkills as well

[xybolt]

There's an odd uncertainty marking at 00:40 (left of the woman with white rain coat) to 00:44 (still same spot, left of the orange sign board). I am unable to see clearly what's causing it. Is it caused by interference? Also, what's being used to assign the level of uncertainty? Mhmm ... maybe I should start working at NVIDIA.

[dorjderemnamsraijav]

Im here to write comment because they turned of their comments for recent videos

[adamo]

Model that was trained to detect what it wasn't trained for, that's awesome work you do right there!

[adri.khaz.]

This is the last video from Nvidia that you are permitted to comment...very fishy.

[gametech]

CN you create a chep gpu best for cinema 4d

[Dracconus]

Meanwhile how many of these people agreed to be recorded or featured in your video?

[vern]

Ok but what about the bread will you guys bring that back

[spiraldj]

Lack of comments is still going on. The fact that nvidia has to silence their critics goes to show they know very damn well what they're doing wrong. Ill be going amd for my pc upgrade

[Atistatic]

So you cowards turned off the comments in actual video cuz you can't even say huh for the shortage of graphics cards huh?

[StechAnfo]

why new game not optimize well on gt 1030 :v

[nanuarora]

Tesla's AP has some serious competition. I think Audi will be using Nvidia's AP

[DAW-]

Sounds good but I would like buy amd cards, u guys never open source.

[clash]

Rdna 2 gonna be good and at competitive price will nvedia increase their price in upcoming GPU

[attackLive]

Nvidia, you promised Raytracing support for 10 series cards. I have 1080ti and I can't enable RTX toggle in Minecraft beta. What gives? Did you lie? I am fine if fps is lower or it's done via software trickery, you promised, so please deliver.

[RetzyWilliams]

We can't even render realtime without glitchy shadows, you can't do any of this on but a humongously expensive and fragile machine. Nice idea, but too expensive.

[songchovui]

Intel had released cpu i9 10900k best for gaming, im waiting Rtx 3000

[bobbygyi]

don't talk too much
just solve the problem
The NVIDIA graphics driver is not compatible with this version of windows? Not true with a GT-730.
really really disappointed

[mahdyfouad]

just do not put it in Metalhead please.