| --- |
| license: openrail |
| tags: |
| - controlnet |
| - stable-diffusion |
| - diffusers |
| base_model: runwayml/stable-diffusion-v1-5 |
| --- |
| Introducing TemporalNet2 |
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| TemporalNet was a ControlNet model designed to enhance the temporal consistency of generated outputs |
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| TemporalNet 2 is an evolution on the concept, where the generated outputs are guided by both the last frame *and* an optical flow map between the frames, improving generation consistency. |
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| This took some modification of the original controlnet code so you'll have to do some extra things. If you just want to run a gradio example or look at the modified controlnet code, |
| that's here: https://github.com/CiaraStrawberry/TemporalNet Just drop the model from this directory into that model folder and make sure the gradio_temporalnet.py script points at the model. |
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| To use with stable diffusion, you can either use it with TemporalKit by moving to the branch here after following steps 1 and 2: https://github.com/CiaraStrawberry/TemporalKit/tree/TemporalNet , or use it just by accessing the base api through the temporalvideo.py script: |
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| 1) move your controlnet webui install to this branch: https://github.com/CiaraStrawberry/sd-webui-controlnet-TemporalNet-API |
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| 2) Add the model to your models folder in the ControlNet extension in Automatic1111's Web UI. |
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| 3) Check you have: |
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| - A folder named "Input_Images" with the input frames |
| - A PNG file called "init.png" that is pre-stylized in your desired style |
| - The "temporalvideo.py" script |
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| 4) Customize the "temporalvideo.py" script according to your preferences, such as the image resolution, prompt, and control net settings. |
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| 5) Launch Automatic1111's Web UI with the --api setting enabled. |
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| 6) Execute the Python script. |
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| *Please note that the "init.png" image will not significantly influence the style of the output video. Its primary purpose is to prevent a drastic change in aesthetics during the first few frames.* |
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| Also, I highly recommend you use this in conjunction with the hed model, the settings are already in the script. |
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| ToDo: |
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| Write an Extension for the web ui. |
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| Write a feature that automatically generates an "init.png" image if none is provided. |
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| ̶C̶h̶a̶n̶g̶e̶ ̶t̶h̶e̶ ̶e̶x̶t̶e̶n̶s̶i̶o̶n̶ ̶t̶o̶ ̶.̶s̶a̶f̶e̶t̶e̶n̶s̶o̶r̶s̶ ̶a̶n̶d̶ ̶i̶n̶v̶e̶s̶t̶i̶g̶a̶t̶e̶ ̶c̶o̶m̶p̶r̶e̶s̶s̶i̶o̶n̶.̶ |
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