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Add image as control condition #21

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GG-Bonds opened this issue Jun 20, 2024 · 4 comments
Closed

Add image as control condition #21

GG-Bonds opened this issue Jun 20, 2024 · 4 comments

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@GG-Bonds
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I tried adding images as more control conditions, but our model starts oscillating after the second epoch and does not decrease. Has the author done this experiment before?

@nuneslu
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nuneslu commented Jun 20, 2024

Hi! Could you share a picture with the training loss? I assume that by “starts oscilating and does not decrease” you mean the loss right?

@GG-Bonds
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Thank you for your response!
you are right. Below is a screenshot of the model loss. (It should be noted that I used 8 GPUs for training, and other parameters have not changed)
image

@nuneslu
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nuneslu commented Jun 20, 2024

Hi, the loss for diffusion is in general quite unstable, usually quickly converges and doesn’t change much (see this issue). So I would suggest you to the model training for a few epochs and check the results during the intermediary checkpoints. If the results are not good you can share it here or via email with me and I will be more than happy to discuss it and try helping you make it work conditioned to images as well. :)

@nuneslu nuneslu closed this as completed Jun 27, 2024
@RoboticsZhang
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Hey, I wonder that how did you add images as control condition in this task? Could you briefly introduce your methods?

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