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Cannot reproduce NeRF results on LLFF Fern dataset

Open sergeyprokudin opened this issue 2 years ago • 4 comments

Hi Pytorch3d team,

I was recently trying to reproduce the results of Pytroch3d NeRF implementation on the LLFF "fern" dataset. No changes on my side were made to the code, I've just run the provided command:

python ./train_nerf.py --config-name fern

However, the results I'm getting on the validation set are significantly lower than the ones reported in the readme (27.9 PSNR vs 17.8 I'm getting). I somehow feel this might be connected to the behavior described in the following open issue.

It would be great if you can look into this. Having reproducible NeRF baselines in a modular and extendable framework like Pytorch3d would be of great help for future research on neural rendering.

Thanks in advance,

~Sergey

sergeyprokudin avatar Aug 12 '22 07:08 sergeyprokudin

It's my understanding that we are deprecating projects/nerf with the new implicitron library

gkioxari avatar Aug 15 '22 10:08 gkioxari

I see, thanks for the clarification! It would be great to have the code for reproducing NeRF LLFF and Lego within the implicitron framework then.

sergeyprokudin avatar Aug 19 '22 11:08 sergeyprokudin

@bottler @davnov134 Can you point Sergey to the code that reproduces NeRF for LLFF and Lego?

gkioxari avatar Aug 19 '22 11:08 gkioxari

Hi folks! Any update on this?

sergeyprokudin avatar Sep 21 '22 13:09 sergeyprokudin