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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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+
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+ # **ControlNet++: All-in-one ControlNet for image generations and editing!**
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+ ![images_display](./images/masonry.webp)
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+
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+ ## Network Arichitecture
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+ ![images](./images/ControlNet++.png)
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+
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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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+
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+ More details can found: https://github.com/xinsir6/ControlNetPlus/tree/main
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+
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+ **If you find it useful, please give me a star, thank you very much**
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+
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+
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+
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+ ## Visual Examples
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+ ### Openpose
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+ ![pose0](./images/000000_pose_concat.webp)
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+ ![pose1](./images/000001_pose_concat.webp)
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+ ![pose2](./images/000002_pose_concat.webp)
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+ ![pose3](./images/000003_pose_concat.webp)
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+ ![pose4](./images/000004_pose_concat.webp)
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+ ### Depth
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+ ![depth0](./images/000005_depth_concat.webp)
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+ ![depth1](./images/000006_depth_concat.webp)
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+ ![depth2](./images/000007_depth_concat.webp)
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+ ![depth3](./images/000008_depth_concat.webp)
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+ ![depth4](./images/000009_depth_concat.webp)
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+ ### Canny
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+ ![canny0](./images/000010_canny_concat.webp)
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+ ![canny1](./images/000011_canny_concat.webp)
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+ ![canny2](./images/000012_canny_concat.webp)
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+ ![canny3](./images/000013_canny_concat.webp)
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+ ![canny4](./images/000014_canny_concat.webp)
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+ ### Lineart
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+ ![lineart0](./images/000015_lineart_concat.webp)
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+ ![lineart1](./images/000016_lineart_concat.webp)
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+ ![lineart2](./images/000017_lineart_concat.webp)
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+ ![lineart3](./images/000018_lineart_concat.webp)
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+ ![lineart4](./images/000019_lineart_concat.webp)
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+ ### AnimeLineart
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+ ![animelineart0](./images/000020_anime_lineart_concat.webp)
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+ ![animelineart1](./images/000021_anime_lineart_concat.webp)
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+ ![animelineart2](./images/000022_anime_lineart_concat.webp)
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+ ![animelineart3](./images/000023_anime_lineart_concat.webp)
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+ ![animelineart4](./images/000024_anime_lineart_concat.webp)
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+ ### Mlsd
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+ ![mlsd0](./images/000025_mlsd_concat.webp)
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+ ![mlsd1](./images/000026_mlsd_concat.webp)
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+ ![mlsd2](./images/000027_mlsd_concat.webp)
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+ ![mlsd3](./images/000028_mlsd_concat.webp)
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+ ![mlsd4](./images/000029_mlsd_concat.webp)
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+ ### Scribble
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+ ![scribble0](./images/000030_scribble_concat.webp)
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+ ![scribble1](./images/000031_scribble_concat.webp)
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+ ![scribble2](./images/000032_scribble_concat.webp)
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+ ![scribble3](./images/000033_scribble_concat.webp)
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+ ![scribble4](./images/000034_scribble_concat.webp)
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+ ### Hed
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+ ![hed0](./images/000035_hed_concat.webp)
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+ ![hed1](./images/000036_hed_concat.webp)
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+ ![hed2](./images/000037_hed_concat.webp)
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+ ![hed3](./images/000038_hed_concat.webp)
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+ ![hed4](./images/000039_hed_concat.webp)
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+ ### Pidi(Softedge)
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+ ![pidi0](./images/000040_softedge_concat.webp)
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+ ![pidi1](./images/000041_softedge_concat.webp)
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+ ![pidi2](./images/000042_softedge_concat.webp)
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+ ![pidi3](./images/000043_softedge_concat.webp)
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+ ![pidi4](./images/000044_softedge_concat.webp)
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+ ### Teed
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+ ![ted0](./images/000045_ted_concat.webp)
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+ ![ted1](./images/000046_ted_concat.webp)
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+ ![ted2](./images/000047_ted_concat.webp)
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+ ![ted3](./images/000048_ted_concat.webp)
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+ ![ted4](./images/000049_ted_concat.webp)
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+ ### Segment
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+ ![segment0](./images/000050_seg_concat.webp)
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+ ![segment1](./images/000051_seg_concat.webp)
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+ ![segment2](./images/000052_seg_concat.webp)
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+ ![segment3](./images/000053_seg_concat.webp)
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+ ![segment4](./images/000054_seg_concat.webp)
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+ ### Normal
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+ ![normal0](./images/000055_normal_concat.webp)
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+ ![normal1](./images/000056_normal_concat.webp)
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+ ![normal2](./images/000057_normal_concat.webp)
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+ ![normal3](./images/000058_normal_concat.webp)
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+ ![normal4](./images/000059_normal_concat.webp)