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@@ -61,13 +61,11 @@ python edit_app.py --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
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  If you find this checkpoint useful, please consider citing our paper:
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  ```
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- @misc{Zhang2023MagicBrush,
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- title={MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing},
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- author={Kai Zhang and Lingbo Mo and Wenhu Chen and Huan Sun and Yu Su},
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- year={2023},
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- eprint={2306.10012},
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- archivePrefix={arXiv},
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- primaryClass={cs.CV}
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  }
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  ```
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  If you find this checkpoint useful, please consider citing our paper:
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  ```
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+ @inproceedings{Zhang2023MagicBrush,
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+ title={MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing},
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+ author={Kai Zhang and Lingbo Mo and Wenhu Chen and Huan Sun and Yu Su},
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+ booktitle={Advances in Neural Information Processing Systems},
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+ year={2023}
 
 
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  }
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  ```
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