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wysoczanska avatar wysoczanska commented on May 28, 2024 1

Hi,

  1. We used color images only from Camera2, which corresponds to 'image_2' folder in the original dataset. The Camera2 was mounted in the center of the vehicle, which turns out to be sufficient for this task.
  2. The results presented in the paper are the ones with no prior preprocessing since we want our method to operate on raw point clouds. Moreover, we did not observe any significant difference when removing the ground plane. However, I suspect cropping a cloud could slightly improve the results.
  3. We used only x,z to calculate distances (2D).

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1207koo avatar 1207koo commented on May 28, 2024

Thank you for the comment. That was very helpful!

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1207koo avatar 1207koo commented on May 28, 2024

I have one more question. I'm trying to run it with the KITTI dataset, but if I put it as is, the number of points does not decrease with ME.utils.sparse_quantize. Is this correct? Or is it correct to shift and rescale to zero mean and [-1, 1] like the existing dataset?

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wysoczanska avatar wysoczanska commented on May 28, 2024

No, there is no need for that. You can simply perform quantization without rescaling. For Kitti dataset we set quantization step=0.25.

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1207koo avatar 1207koo commented on May 28, 2024

Oh, I understand. Thank you again!

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