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thibault-wch authored Nov 23, 2023
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# Joint learning for Alzheimer's disease

[MEDIAM 2023] This is a code implementation of the **joint learning framework** proposed in the manuscript "**Joint learning Framework of cross-modal synthesis and diagnosis for Alzheimer's disease by mining underlying shared modality information**".
**[MedIA 2023]** This is a code implementation of the **joint learning framework** proposed in the manuscript "**Joint learning Framework of cross-modal synthesis and diagnosis for Alzheimer's disease by mining underlying shared modality information**".[[Paper]](https://doi.org/10.1016/j.media.2023.103032) [[Supp.]](./readme_files/main_supp.pdf)

## Introduction
Among various neuroimaging modalities used to diagnose AD, functional positron emission tomography (**PET**) has higher sensitivity than structural magnetic resonance imaging (**MRI**), but it is also **costlier and often not available** in many hospitals.
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- Our code is inspired by [TSM](https://github.com/mit-han-lab/temporal-shift-module),[Restormer](https://github.com/swz30/Restormer), [pytorch-CycleGAN-and-pix2pix](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix),and [SwitchableCycleGAN](https://github.com/YSerin/TMI_SwitchableCycleGAN).

## Citation
If you find this work useful for your research, please cite [our paper](https://doi.org/10.1016/j.media.2023.103032) :

```
@article{wang2023joint,
title={Joint learning framework of cross-modal synthesis and diagnosis for Alzheimer’s disease by mining underlying shared modality information},
author={Wang, Chenhui and Piao, Sirong and Huang, Zhizhong and Gao, Qi and Zhang, Junping and Li, Yuxin and Shan, Hongming and others},
journal={Medical Image Analysis},
pages={103032},
year={2023},
publisher={Elsevier}
}
```

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