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Issue reproducing the uploaded pretrained model

Open unofgithub opened this issue 2 years ago • 9 comments

Hello!

I have been trying to reproduce the pretrained checkpoint using the uploaded code (model.py, networks.py, the utils, train.py) to train on human3.6m, but it is not successful. Could you please let me know if you could upload the exact code repository that was used to get the uploaded pretrained checkpoint? Thank you so much in advance!

unofgithub avatar Mar 01 '23 05:03 unofgithub

Also, could you please let me know approximately what the size of the data you trained on was (i.e. approximately how many pairs of images the pretrained model was trained on)? I tried training the model on around 180,000 pairs, but was not able to reproduce the pretrained checkpoint.

unofgithub avatar Mar 01 '23 05:03 unofgithub

Hello,

Specifically, these are the results I am getting: image

Could you please let me know how I might fix this, since it does not match the pretrained model? Thank you so much!

unofgithub avatar Mar 04 '23 05:03 unofgithub

Hi! The code should produce the same results of the provided checkpoint. How do the reconstructed images look like? The model was trained on roughly 600k images.

lschmidtke avatar Mar 05 '23 13:03 lschmidtke

The reconstructed images look like: image

unofgithub avatar Mar 05 '23 20:03 unofgithub

Okay, the reconstructions don't look good. What's your batch size and learning rate? Also, how many epochs are you training for?

lschmidtke avatar Mar 09 '23 15:03 lschmidtke

Hello! My batch size is 48. Learning rate is 0.0001. I'm training 50 epochs.

On Thu, Mar 9, 2023 at 10:34 AM Luca Schmidtke @.***> wrote:

Okay, the reconstructions don't look good. What's your batch size and learning rate?

— Reply to this email directly, view it on GitHub https://github.com/lschmidtke/shape_templates/issues/8#issuecomment-1462262594, or unsubscribe https://github.com/notifications/unsubscribe-auth/AHRV2UWDIB7EVM7GVJ5ASXTW3H2ADANCNFSM6AAAAAAVLSYBAQ . You are receiving this because you authored the thread.Message ID: @.***>

unofgithub avatar Mar 09 '23 19:03 unofgithub

That seems reasonable to me. I will run the code myself with those parameters and I'll get back to you.

lschmidtke avatar Mar 13 '23 10:03 lschmidtke

Hello,

Could you please let me know when there are updates? Thank you so much!

unofgithub avatar Mar 22 '23 03:03 unofgithub

Hi,

I encountered the same issue, I suppose it's due to a newer version of one of the packages. I will try and find the cause.

lschmidtke avatar Mar 23 '23 10:03 lschmidtke