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Update README.md

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@@ -20,7 +20,12 @@ Download this checkpoint into `checkpoints` folder via
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  ```shell
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  cd checkpoints
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- wget https://huggingface.co/osunlp/InstructPix2Pix-MagicBrush/resolve/main/MagicBrush-epoch-000168.ckpt
 
 
 
 
 
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  ```
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  Then go back to the root folder and set up the running env following the [InstructPix2Pix](https://github.com/timothybrooks/instruct-pix2pix) guidelines.
@@ -30,21 +35,23 @@ Then go back to the root folder and set up the running env following the [Instru
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  ### Edit a single image:
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  ```python
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- python edit_cli.py --input [YOUR_IMG_PATH] --output imgs/output.jpg --edit "EDIT INSTRUCTION" --ckpt checkpoints/MagicBrush-epoch-000168.ckpt
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  # Our model is fine-tuned for fine-grained real image editing. Therefore, it may not perform well on style transfer or other editings on large region.
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- # e.g. python edit_cli.py --input imgs/example.jpg --output imgs/output.jpg --edit "let him wear a pair of sun glasses" --ckpt checkpoints/MagicBrush-epoch-000168.ckpt
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  ```
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  <div style="display: flex; justify-content: center;">
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  <img src="https://s2.loli.net/2023/06/22/BwOuzhFTXCSlZym.jpg" alt="Source Image" style="width:40%; margin-right: 50px;">
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- <img src="https://s2.loli.net/2023/06/27/91oPIE3jlWMB7TF.jpg" alt="Target Image" style="width:40%;">
 
 
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  </div>
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  ### Run the interactive editing Gradio app:
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  ```python
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- python edit_app.py --ckpt checkpoints/MagicBrush-epoch-000168.ckpt
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  ```
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  ```shell
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  cd checkpoints
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+ # recent best checkpoint:
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+ wget https://huggingface.co/osunlp/InstructPix2Pix-MagicBrush/resolve/main/MagicBrush-epoch-52-step-4999.ckpt
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+ # checkpoint in the paper
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+ # wget https://huggingface.co/osunlp/InstructPix2Pix-MagicBrush/resolve/main/MagicBrush-epoch-000168.ckpt
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+
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+
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  ```
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  Then go back to the root folder and set up the running env following the [InstructPix2Pix](https://github.com/timothybrooks/instruct-pix2pix) guidelines.
 
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  ### Edit a single image:
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  ```python
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+ python edit_cli.py --input [YOUR_IMG_PATH] --output imgs/output.jpg --edit "EDIT INSTRUCTION" --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
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  # Our model is fine-tuned for fine-grained real image editing. Therefore, it may not perform well on style transfer or other editings on large region.
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+ # e.g. python edit_cli.py --input imgs/example.jpg --output imgs/output.jpg --edit "let him wear a pair of sun glasses" --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
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  ```
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  <div style="display: flex; justify-content: center;">
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  <img src="https://s2.loli.net/2023/06/22/BwOuzhFTXCSlZym.jpg" alt="Source Image" style="width:40%; margin-right: 50px;">
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+ <!-- <img src="https://s2.loli.net/2023/06/27/91oPIE3jlWMB7TF.jpg" alt="Target Image" style="width:40%;"> -->
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+ <img src="https://s2.loli.net/2023/07/07/WqxBIRfJhtNOXS8.jpg" alt="Target Image" style="width:40%;">
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+
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  </div>
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  ### Run the interactive editing Gradio app:
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  ```python
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+ python edit_app.py --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
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  ```
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