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Attaching controlNet into Stable Diffusion to finetune the model

ControlNet Architecture

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1. Using Circle Fill50K Dataset

fusing/fill50k

SDXL Results

Before Finetuning

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ControlNet Results

After Finetuning via condition 1

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After Finetuning via condition 2

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2. Using Pose Dataset

merlinyx/pose-controlnet

SDXL Results

Before Finetuning

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ControlNet Results

After Finetuning via condition 1

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After Finetuning via condition 2

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Disclaimer:

  1. All of the code is inside the Jupyter notebook file.
  2. Parts of the code are copied from unsolved assignments of Prof. Minhyuk Sung @ KAIST, a graduate course about diffusion models.
  3. Work is done during KAUST internship with KAUST GPUs @ Prof. Mohamed Elhoseiny Lab, as part of the learnings to create a diffusion project.

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Fine tuning stable diffusion using ControlNet

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