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guanyingc avatar guanyingc commented on June 6, 2024

Hi, to use data normalization, you have to do normalization during training.

What do you mean "normalization process cannnot output not that great result"? Are you saying the images after normalization are not good or the results after training are not good?

Also are you using the data normalization code provided in this repository?

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moonchildz avatar moonchildz commented on June 6, 2024

No I am about to train the data soon.

I made my own normalization code referring the equation you wrote in the paper .
Do you mean the kaiming-normalization in your code ?

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guanyingc avatar guanyingc commented on June 6, 2024

No, I don't mean kaiming-normalization. I am not sure whether some of the normalized images look like the ones you showed. But it is possible as the appearance of the normalized images depends on the object reflectance.

If you have implemented the normalization strategy introduced in the paper, I think you can just train the model using the normalized images, and after convergence, the model will learn the mapping from image observation to surface normal. But please remember to multiply the scaling factor if the training image number is different from the testing number.

If your code cannot converge, you may try train the model use my code to see if it works.

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moonchildz avatar moonchildz commented on June 6, 2024

Thanks for your advice. I will try it :)

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