├── .gitignore ├── LICENSE ├── README.md ├── conf ├── base │ └── dicom_tags.json ├── examples │ ├── path_parameters.yml │ └── postgres_credentials.json ├── infra │ └── models_schema.sql └── local │ └── .gitkeep ├── docs ├── .gitkeep ├── images │ ├── automated_echo_analysis_future.jpg │ ├── cardiologist_journey_3.jpeg │ ├── classification_schema │ ├── classification_schema.png │ ├── develop_pipeline.png │ ├── development_pipeline │ ├── development_pipeline.png │ ├── inquire_classification.png │ ├── inquire_dir.png │ ├── inquire_download.png │ ├── inquire_ingest.png │ ├── measurment_schema │ ├── measurment_schema.png │ ├── pipeline_inputs_outputs │ ├── pipeline_inputs_outputs.png │ ├── production_pipeline │ ├── production_pipeline.png │ ├── segmentation_schema │ ├── segmentation_schema.png │ └── usal_echo_pipeline_overview.png └── pipeline_blueprints.md ├── notebooks ├── 0. Data Download and Preprocessing.ipynb ├── 1. Classification.ipynb ├── 2. Segmentation.ipynb ├── 3. Measurement.ipynb ├── EDA Instance Measurement GT.ipynb ├── EDA Study Measurement GT.ipynb ├── EDA Summary Spain Table.ipynb └── EDA measurement.ipynb ├── references ├── .gitkeep ├── DICOM guide.pdf ├── Fully Automated Echocardiogram Interpretation in Clinical Practice - Feasibility and Diagnostic Accuracy.pdf ├── Reference-Measurement-Masks.xlsx └── Supplemental Material.pdf ├── requirements.txt ├── results └── .gitkeep ├── setup.py └── src └── usal_echo ├── __init__.py ├── d00_utils ├── .gitkeep ├── __init__.py ├── db_utils.py ├── log_utils.py └── s3_utils.py ├── d01_data ├── .gitkeep ├── __init__.py ├── ingestion_dcm.py └── ingestion_xtdb.py ├── d02_intermediate ├── .gitkeep ├── __init__.py ├── clean_dcm.py ├── clean_xtdb.py ├── download_dcm.py ├── filter_instances.py └── instance_filters │ ├── __init__.py │ ├── conflict_instances.py │ ├── downsample_data.py │ ├── filter_machines.py │ ├── filter_views.py │ └── master_list.py ├── d03_classification ├── .gitkeep ├── __init__.py ├── echo_deeplearning │ ├── README.md │ ├── data │ │ └── m1_usal │ │ │ └── load_data.py │ ├── run.py │ ├── util.py │ └── vgg_13 │ │ ├── config.json │ │ ├── load_model.py │ │ └── nn.py ├── evaluate_views.py ├── nn.py ├── predict_views.py └── vgg.py ├── d04_segmentation ├── .gitkeep ├── __init__.py ├── create_seg_view.py ├── evaluate_masks.py ├── generate_masks.py ├── model_unet.py ├── segment_utils.py └── segment_view.py ├── d05_measurement ├── __init__.py ├── calculate_meas.py ├── evaluate_meas.py ├── meas_utils.py └── retrieve_meas.py ├── d06_visualisation ├── .gitkeep ├── __init__.py └── confusion_matrix.py └── inquire.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dssg/usal_echo_public/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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