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fix readme

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@@ -20,7 +20,6 @@ PathoGen is a diffusion-based model for histopathology image inpainting. It enab
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  - **Model Type:** Diffusion model with custom attention processors
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  - **Task:** Image inpainting for histopathology images
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  - **Architecture:** UNet2DConditionModel with custom SkipAttnProcessor
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- - **Input Size:** 512x512 pixels
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  - **Framework:** PyTorch, Diffusers, PyTorch Lightning
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  ## Usage
@@ -101,19 +100,14 @@ This model is designed for:
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  - Research in computational pathology
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  - Data augmentation for pathology AI training
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- ## Limitations
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-
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- - Optimized for 512x512 input images
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- - Best results on H&E stained tissue images
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- - Requires GPU for reasonable inference speed
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  ## Citation
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  ```bibtex
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- @misc{pathogen2024,
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- title={PathoGen: Histopathology Image Inpainting with Diffusion Models},
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  author={mkoohim},
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- year={2024},
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  url={https://huggingface.co/mkoohim/PathoGen}
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  }
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  ```
 
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  - **Model Type:** Diffusion model with custom attention processors
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  - **Task:** Image inpainting for histopathology images
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  - **Architecture:** UNet2DConditionModel with custom SkipAttnProcessor
 
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  - **Framework:** PyTorch, Diffusers, PyTorch Lightning
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  ## Usage
 
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  - Research in computational pathology
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  - Data augmentation for pathology AI training
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  ## Citation
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  ```bibtex
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+ @misc{pathogen2025,
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+ title={PathoGen: Diffusion-Based Synthesis of Realistic Lesions in Histopathology Images},
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  author={mkoohim},
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+ year={2025},
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  url={https://huggingface.co/mkoohim/PathoGen}
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  }
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  ```