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--- |
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license: other |
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license_name: stabilityai-ai-community |
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license_link: LICENSE.md |
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language: |
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- en |
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base_model: |
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- tensorart/bokeh_3.5_medium |
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pipeline_tag: text-to-image |
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--- |
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<div align="center"> |
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**Bokeh_Depth_Controlnet** |
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<img src="show.jpg"/> |
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</div> |
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## Description |
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- Input Image: Depth information map generated by depth estimation model |
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- Output Image: Base model integrates depth information for control, generating more realistic depth-of-field effects and spatial structure control. |
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The depth map enables the model to better understand spatial relationships within images, achieving more precise depth-of-field control and three-dimensional effect generation. |
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## Example |
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| input | output | Prompt | |
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|:---:|:---:|:---| |
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| <img src="./images/001_depth.png" width="300"/> | <img src="./images/001.png" width="300"/> | a old man | |
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| <img src="./images/002_depth.png" width="300"/> | <img src="./images/002.png" width="300"/> | A lone astronaut in a white suit and helmet, with a backpack, strolls on a rocky, red landscape under a star galaxy | |
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| <img src="./images/003_depth.png" width="300"/> | <img src="./images/003.png" width="300"/> | a eagle , black background | |
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| <img src="./images/004_depth.png" width="300"/> | <img src="./images/004.png" width="300"/> | A crystal heart sits on a gnarly, moss-covered log, with a galaxy background | |
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## Use |
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We recommend using ComfyUI for local inference |
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# With Bokeh |
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```python |
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import torch |
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from diffusers import StableDiffusion3ControlNetPipeline |
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from diffusers import SD3ControlNetModel |
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from diffusers.utils import load_image |
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controlnet = SD3ControlNetModel.from_pretrained("tensorart/Bokeh_Depth_Controlnet") |
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pipe = StableDiffusion3ControlNetPipeline.from_pretrained( |
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"tensorart/bokeh_3.5_medium", |
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controlnet=controlnet |
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) |
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pipe.to("cuda", torch.float16) |
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control_image = load_image("https://huggingface.co/tensorart/Bokeh_Depth_Controlnet/resolve/main/images/001_depth.png") |
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prompt = "A old man talking" |
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negative_prompt ="anime,render,cartoon,3d,bad hands,extra finger" |
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negative_prompt_3="" |
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image = pipe( |
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prompt, |
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num_inference_steps=28, |
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negative_prompt=negative_prompt, |
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negative_prompt_3=negative_prompt_3, |
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control_image=control_image, |
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height=1440, |
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width=1440, |
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guidance_scale=4, |
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controlnet_conditioning_scale=0.85 |
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).images[0] |
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image.save('image.jpg') |
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``` |
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## Contact |
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* Website: https://tensor.art https://tusiart.com |
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* Developed by: TensorArt |
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* Api: https://tams.tensor.art/ |
