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question about the distance information in KITTI dataset

Open Jichen66 opened this issue 5 years ago • 5 comments

Hi,

I have a question about the distance information in KITTI dataset. Can we directly use the value of z location(in camera coordinates) as the ground truth distance between the object and camera?

I am looking for your reply. Thank you very much in advance!

Best Regards

Jichen66 avatar Oct 28 '19 13:10 Jichen66

Yes, I think so, I did the training on the raw z location values (without standardizing them) and the prediction works fine. As far as I know, you don't need to standardize the y values (z loc). The original author standardizes the z-loc values and later transforms them back which I think is unnecessary.

However, standardizing the X values (bbox coordinates) is very beneficial. And I think it is better to use the width and height of the bounding boxes rather than using the four bbox coordinates for the distance regression.

SamSamhuns avatar Jul 10 '20 10:07 SamSamhuns

yes, I also tried the raw z location values before. Btw, what do you mean by standardizing?

Jichen66 avatar Jul 10 '20 17:07 Jichen66

Set the bounding box width and height to 0 mean and 1 standard deviation.

SamSamhuns avatar Jul 11 '20 09:07 SamSamhuns

is it necessary to give zloc value for accurate predictions

ArunMathewML avatar Sep 18 '20 05:09 ArunMathewML

Hy any can tell me about the dataset... because I can't find it on KITTI - Vision Benchmark Suite website

http://www.cvlibs.net/datasets/kitti/index.php

omer-m avatar Dec 16 '21 05:12 omer-m