├── .gitignore ├── LICENSE ├── README.md ├── private_inference ├── .DS_Store ├── ReadME.md └── app │ ├── .DS_Store │ ├── Procfile │ ├── README.md │ ├── app.py │ ├── commons.py │ ├── example_inputs │ ├── 0a09aa7356c0.png │ ├── 0a38b552372d.png │ ├── 0a4e1a29ffff.png │ ├── 0a61bddab956.png │ ├── 0a9ec1e99ce4.png │ └── ProliferativeDR_ebe0175e530c.png │ ├── inference.py │ ├── model │ └── .DS_Store │ ├── requirements.txt │ ├── static │ ├── .DS_Store │ ├── demo_video.gif │ ├── health-icon.png │ └── style.css │ └── templates │ ├── index.html │ └── result.html ├── private_training ├── JNotebook_running_FSCDP_on_Colab.ipynb ├── ReadME.md ├── build_pyseal.sh ├── src │ ├── baseline_main.py │ ├── datasets.py │ ├── dr_dataset_to_numpy.py │ ├── federated_main_s1.py │ ├── federated_main_s2.py │ ├── federated_main_s3.py │ ├── federated_main_s4.py │ ├── logging_results.py │ ├── models.py │ ├── options.py │ ├── sampling.py │ ├── update_s1.py │ ├── update_s2.py │ ├── update_s3.py │ ├── update_s4.py │ └── utils.py └── src_secure_aggregation │ ├── FLDP_secure_aggregation.py │ ├── datasets_secure.py │ ├── models.py │ ├── options.py │ ├── sampling_secure.py │ ├── update.py │ └── utils.py ├── report ├── ReadME.md └── report.pdf └── video_demo ├── .DS_Store ├── 1_demo_private_training.mov ├── 2_demo_private_inference.mov ├── ReadME.md └── sample_images ├── .DS_Store └── ProliferativeDR.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ipc-lab/private-ml-for-health/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ipc-lab/private-ml-for-health/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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