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Update README.md

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@@ -4,7 +4,7 @@ license: openrail
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  # ControlNet-XS
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- ![images_1)](./banner_image.png)
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  ![gif](./teaser.gif)
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@@ -22,7 +22,6 @@ Example for StableDiffusion-XL with Canny Edges
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  ```python
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  import scripts.control_utils as cu
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- import matplotlib.pyplot as plt
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  import torch
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  from PIL import Image
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@@ -53,14 +52,13 @@ samples, controls = cu.get_sdxl_sample(
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  Image.fromarray(cu.create_image_grid(samples)).save('SDXL_MyShoe.png')
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  ```
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- ![images_1)](./SDXL_MyShoe.png)
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  Example for StableDiffusion2.1 with depth maps
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  ```python
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  import scripts.control_utils as cu
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- import matplotlib.pyplot as plt
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  import torch
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  from PIL import Image
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@@ -89,4 +87,4 @@ samples, controls = cu.get_sd_sample(
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  Image.fromarray(cu.create_image_grid(samples)).save('SD_MyShoe.png')
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  ```
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- ![images_2)](./SD_MyShoe.png)
 
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  # ControlNet-XS
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+ ![images_1](./banner_image.png)
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  ![gif](./teaser.gif)
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  ```python
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  import scripts.control_utils as cu
 
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  import torch
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  from PIL import Image
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  Image.fromarray(cu.create_image_grid(samples)).save('SDXL_MyShoe.png')
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  ```
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+ ![images_1](./SDXL_MyShoe.png)
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  Example for StableDiffusion2.1 with depth maps
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  ```python
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  import scripts.control_utils as cu
 
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  import torch
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  from PIL import Image
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  Image.fromarray(cu.create_image_grid(samples)).save('SD_MyShoe.png')
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  ```
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+ ![images_2](./SD_MyShoe.png)