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Upload DiffMix pretrained checkpoints

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README.md ADDED
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+ ---
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+ license: mit
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+ tags:
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+ - diffusion-model
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+ - image-segmentation
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+ - pathology
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+ - nuclei-segmentation
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+ - medical-imaging
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+ ---
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+
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+ # DiffMix
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+
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+ This repository contains pretrained semantic diffusion model checkpoints from
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+ [DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets](https://arxiv.org/abs/2306.14132), presented at MICCAI 2023.
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+
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+ ## Checkpoints
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+
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+ - `consep-ema_0.9999_010000.pt`: checkpoint trained for the CoNSeP dataset.
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+ - `glysac-ema_0.9999_010000.pt`: checkpoint trained for the GLySAC dataset.
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+
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+ Use each checkpoint with the corresponding scripts in the [official implementation](https://github.com/hvcl/DiffMix), specifically `semantic-diffusion-model/scripts_ddim_sample/`.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{oh2023diffmix,
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+ title={Diffmix: Diffusion model-based data synthesis for nuclei segmentation and classification in imbalanced pathology image datasets},
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+ author={Oh, Hyun-Jic and Jeong, Won-Ki},
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+ booktitle={International conference on medical image computing and computer-assisted intervention},
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+ pages={337--345},
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+ year={2023},
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+ organization={Springer}
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+ }
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+ ```
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