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KITTI360 fisheye experiment

Open dialogueeeeee opened this issue 2 years ago • 3 comments

Hello,

I would like to express my appreciation for your impressive work.

I am currently attempting to replicate the results of the KITTI360 fisheye experiment as described in your paper and provided in the repository. However, I am encountering some difficulties in achieving the reported results.

  1. I trained the model using the original code and settings for 20 epochs. The results I obtained were different from those reported in the paper.

6741704971937_ pic

  1. To address this, I increased the batch size and extended the training to 50 epochs. Even with these adjustments, the results remain not good.

6751704971939_ pic

Thank you for your time and assistance, again.

dialogueeeeee avatar Jan 11 '24 11:01 dialogueeeeee

Thanks for your attention to the work. I have not been training fisheye images for a while. It may take some days to reproduce.

Owen-Liuyuxuan avatar Jan 12 '24 04:01 Owen-Liuyuxuan

Did you resize your image before training, if so you may need to pay attention to the calibration files

Owen-Liuyuxuan avatar Jan 12 '24 05:01 Owen-Liuyuxuan

When I start the training from scratch with pre-resizing images, I get reconstruction loss at about 0.08+. If you constantly observing reconstruction loss larger than 1, there could be bugs somewhere.

Owen-Liuyuxuan avatar Jan 12 '24 05:01 Owen-Liuyuxuan