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melanibe committed Feb 22, 2024
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Expand Up @@ -16,11 +16,17 @@ The repository is divided in three main parts:

### Code dependencies
The code is written in PyTorch, with PyTorch Lightning.
You can install all our dependencies using our conda enviromnent requirements file `environment_gpu.yml'.
You can install all our dependencies using our conda enviromnent requirements file `environment_gpu.yml`.

### Datasets
You will need to download the relevant datasets to run our code.
You can find the datasets at XXX, XXXX, XXX.
All datasets are publicly available and be downloaded at:
* PadChest [https://bimcv.cipf.es/bimcv-projects/padchest/](https://bimcv.cipf.es/bimcv-projects/padchest/), [https://www.sciencedirect.com/science/article/pii/S1361841520301614](https://www.sciencedirect.com/science/article/pii/S1361841520301614)
* RSNA Pneumonia Detection Dataset: [https://www.kaggle.com/c/rsna-pneumonia-detection-challenge](https://www.kaggle.com/c/rsna-pneumonia-detection-challenge)
* CheXpert [https://stanfordaimi.azurewebsites.net/datasets/8cbd9ed4-2eb9-4565-affc-111cf4f7ebe2](https://stanfordaimi.azurewebsites.net/datasets/8cbd9ed4-2eb9-4565-affc-111cf4f7ebe2)
* EMBED [https://pubs.rsna.org/doi/full/10.1148/ryai.220047](https://pubs.rsna.org/doi/full/10.1148/ryai.220047), [https://github.com/Emory-HITI/EMBED_Open_Data/tree/main](https://github.com/Emory-HITI/EMBED_Open_Data/tree/main)
* VinDR Mammo [https://vindr.ai/datasets/mammo](https://vindr.ai/datasets/mammo)

Once you have downloaded the datasets, please update the corresponding paths at the top of the `mammo.py` and `xray.py` files.
Additionally, for EMBED you will need to preprocess the original dataframes with our script `data_handling/csv_generation_code/generate_embed_csv.ipynb`. Similarly for RSNA please run first `data_handling/csv_generation_code/rsna_generate_full_csv.py`.

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