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@@ -45,7 +45,7 @@ This is the trained LoRA used in the paper **Thinking In Boxes: 3D Editing in Re
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  Thinking-In-Boxes is an Image-to-Image Generative LoRA for `black-forest-labs/FLUX.1-Kontext-dev` trained for the task of Geometric Image Editing.
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- This LoRA is trained on the dataset here: https://huggingface.co/datasets/pradhaansbhat/Thinking-In-Boxes. Details of training are available in the supplementary section of the paper.
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  ## Usage with Diffusers 🧨
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  Thinking-In-Boxes is an Image-to-Image Generative LoRA for `black-forest-labs/FLUX.1-Kontext-dev` trained for the task of Geometric Image Editing.
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+ This LoRA is trained on the Thinking-In-Boxes dataset available [here](https://huggingface.co/datasets/pradhaansbhat/Thinking-In-Boxes). Details of training are available in the supplementary section of the paper.
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  ## Usage with Diffusers 🧨
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