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README.md
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# **ControlNet++: All-in-one ControlNet for image generations and editing!**
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## **ProMax Model has released!! 12 control + 5 advanced editing, just try it!!!**
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## Network Arichitecture
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## Advantages about the model
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- Use bucket training like novelai, can generate high resolutions images of any aspect ratio
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- Use large amount of high quality data(over 10000000 images), the dataset covers a diversity of situation
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- Use re-captioned prompt like DALLE.3, use CogVLM to generate detailed description, good prompt following ability
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- Use many useful tricks during training. Including but not limited to date augmentation, mutiple loss, multi resolution
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- Use almost the same parameter compared with original ControlNet. No obvious increase in network parameter or computation.
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- Support 10+ control conditions, no obvious performance drop on any single condition compared with training independently
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- Support multi condition generation, condition fusion is learned during training. No need to set hyperparameter or design prompts.
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- Compatible with other opensource SDXL models, such as BluePencilXL, CounterfeitXL. Compatible with other Lora models.
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***We design a new architecture that can support 10+ control types in condition text-to-image generation and can generate high resolution images visually comparable with
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midjourney***. The network is based on the original ControlNet architecture, we propose two new modules to: 1 Extend the original ControlNet to support different image
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conditions using the same network parameter. 2 Support multiple conditions input without increasing computation offload, which is especially important for designers
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who want to edit image in detail, different conditions use the same condition encoder, without adding extra computations or parameters. We do thoroughly experiments
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on SDXL and achieve superior performance both in control ability and aesthetic score. We release the method and the model to the open source community to make everyone
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can enjoy it.
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Inference scripts and more details can found: https://github.com/xinsir6/ControlNetPlus/tree/main
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**If you find it useful, please give me a star, thank you very much**
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**~500+ star, release the ProMax version with tile and inpainting!!!~**
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**SDXL ProMax version has been released!!!，Enjoy it!!!**
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**1000+ star, release the ControlNet++ model for SD3!!!**
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**3000+ star, release the ControlNet++ ProMax model for SD3!!!**
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Note: we put the promax model with a promax suffix in the same [huggingface model repo](https://huggingface.co/xinsir/controlnet-union-sdxl-1.0), detailed instructions will be added later.
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## Advanced editing features in Promax Model
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### Tile Deblur
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### Tile variation
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### Tile Super Resolution
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Following example show from 1M resolution --> 9M resolution
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<div style="display: flex; justify-content: space-between;">
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<img src="./images/tile_super1.webp" alt="Image 1" style="width: 49%; margin: 1%;">
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<img src="./images/tile_super1_9upscale.webp" alt="Image 2" style="width: 49%; margin: 1%;">
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</div>
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<div style="display: flex; justify-content: space-between;">
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<img src="./images/tile_super2.webp" alt="Image 1" style="width: 49%; margin: 1%;">
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<img src="./images/tile_super2_9upscale.webp" alt="Image 2" style="width: 49%; margin: 1%;">
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</div>
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### Image Inpainting
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### Image Outpainting
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## Visual Examples
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### Openpose
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### Depth
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### Canny
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### Lineart
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### AnimeLineart
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### Mlsd
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### Scribble
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### Hed
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### Pidi(Softedge)
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### Teed
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### Segment
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### Normal
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## Multi Control Visual Examples
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### Openpose + Canny
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### Openpose + Depth
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### Openpose + Scribble
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### Openpose + Normal
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### Openpose + Segment
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# **ControlNet++: All-in-one ControlNet for image generations and editing!**
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## **ProMax Model has released!! 12 control + 5 advanced editing, just try it!!!**
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This is just a copy of the original repo [here](https://huggingface.co/xinsir/controlnet-union-sdxl-1.0) by xinsir.
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The only difference is I have renamed the Promax model to make it easier to use.
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