├── .gitattributes ├── .gitignore ├── Breast Cancer Detection in Mammograms using Deep Learning Techniques - Adam Jaamour, 2020.pdf ├── CONTRIBUTING.md ├── LICENSE ├── Project Proposal.pdf ├── README.md ├── code ├── bash_scripts │ ├── code-env-setup.sh │ └── remote-jupyter-setup.sh ├── data │ ├── CBIS-DDSM-mask │ │ ├── calc-test.csv │ │ ├── calc-training.csv │ │ ├── mass-test.csv │ │ ├── mass-training.csv │ │ ├── shortened_mask_testing.csv │ │ ├── shortened_mask_training.csv │ │ ├── testing.csv │ │ └── training.csv │ ├── CBIS-DDSM │ │ ├── calc-test.csv │ │ ├── calc-training.csv │ │ ├── mass-test.csv │ │ ├── mass-training.csv │ │ ├── ori_csv │ │ │ ├── calc_case_description_test_set.csv │ │ │ ├── calc_case_description_train_set.csv │ │ │ ├── mass_case_description_test_set.csv │ │ │ └── mass_case_description_train_set.csv │ │ ├── testing.csv │ │ ├── training-Copy1.csv │ │ └── training.csv │ ├── mini-MIAS-binary │ │ ├── Info.txt │ │ ├── Licence.txt │ │ └── data_description_binary.csv │ └── mini-MIAS │ │ ├── Info.txt │ │ ├── Licence.txt │ │ └── data_description.csv ├── libraries │ └── tf2 │ │ └── tensorflow2-cuda-10-1-e5bd53b3b5e6 │ │ ├── .hg_archival.txt │ │ ├── .hgignore │ │ ├── README.txt │ │ ├── build.sh │ │ ├── hello_tensorflow.py │ │ └── requirements.txt ├── requirements.txt └── src │ ├── __init__.py │ ├── cnn_models │ ├── basic_cnn.py │ ├── cnn_model.py │ ├── densenet121.py │ ├── inceptionv3.py │ ├── mobilenet_v2.py │ ├── resnet50.py │ ├── vgg19.py │ └── vgg19_common.py │ ├── config.py │ ├── data_operations │ ├── data_preprocessing.py │ ├── data_transformations.py │ └── dataset_feed.py │ ├── data_visualisation │ ├── csv_report.py │ ├── other_paper_results.json │ ├── plots.py │ └── roc_curves.py │ ├── dataset_processing_scripts │ ├── CBIS-DDSM-csv-preparation-masks.py │ ├── CBIS-DDSM-csv-preparation.py │ ├── mask_csv_changes.py │ └── mini-MIAS-initial-pre-processing.py │ ├── main.py │ ├── other │ ├── create_dummy_data.py │ ├── data_generator.py │ ├── gpu_checks.py │ ├── grid_search.py │ ├── show_dicom.py │ └── visualise_dicom_images.py │ └── utils.py └── report ├── Bibliography.bib ├── Dissertation.tex ├── DissertationDefs.tex ├── acronyms.tex ├── agsm.bst ├── chapters-content ├── abstract.tex ├── acknowledgments.tex ├── appendix │ ├── ethical-approval-letter.tex │ ├── instructions.tex │ ├── programming_languages_comparison.tex │ ├── project_structure.tex │ ├── remote-work-setup.tex │ └── team_meetings.tex ├── conclusions.tex ├── design.tex ├── ethics-datasets.tex ├── evaluation.tex ├── implementation.tex ├── introduction.tex └── litsurvey.tex ├── figures ├── appendix │ ├── Approval Letter.pdf │ ├── jupyter_interface.png │ ├── keras_vs_pytorch_downloads.jpg │ ├── keras_vs_pytorch_mentions.jpeg │ ├── project_structure.png │ └── team_meetings.pdf ├── design │ ├── CNN architecture.png │ ├── Normalisation example.png │ ├── activation functions.png │ ├── cbis-ddsm-balance.png │ ├── design flowchart.png │ └── mini-mias-balance.png ├── ethics-datasets │ ├── CBIS-DDSM views_types.png │ └── mini-mias breast background.png ├── evaluation │ ├── CNN_models_experiment │ │ └── runtimes.png │ ├── class_weights_experiment │ │ ├── balanced.png │ │ └── none.png │ ├── data_augmentation_experiment │ │ ├── confusion_matrix_mobilenetv2_double.png │ │ └── runtimes.png │ ├── image_size_experiment │ │ ├── runtimes.png │ │ └── training_summary.png │ ├── mammogram_type_experiment │ │ └── runtimes.png │ ├── result_comparison.png │ └── transfer_learning_experiment │ │ └── runtimes.png ├── implementation │ ├── Data augmentation transforms.png │ ├── dataset_splits.png │ └── implementation flowchart.png ├── introduction │ └── mammogram examples.png ├── litsurvey │ ├── CNN example.png │ ├── Data augmentation examples.png │ ├── ann.png │ ├── bcd_timeline.png │ ├── classification_benign.png │ ├── classification_malignant.png │ ├── dropout.png │ ├── dt.png │ ├── knn.png │ ├── max-vs-avg-pooling.png │ ├── segmentation_example_original.jpg │ ├── segmentation_example_segmented.jpg │ └── svm.png └── st-andrews-logo.jpeg ├── harvard.sty ├── harvard ├── INSTALL ├── Makefile ├── README ├── agsm.bst ├── apsr.bst ├── dcu.bst ├── doc_Makefile ├── harvard.bib ├── harvard.perl ├── harvard.ps ├── harvard.tex ├── jmr.bst ├── jphysicsB.bst ├── kluwer.bst └── nederlands.bst └── tables ├── binary-encoding-example.tex ├── ddsm-patient-population-race.tex ├── evaluation ├── CNN_models.tex ├── class_weights.tex ├── data_augmentation.tex ├── image_size.tex ├── mammogram_types.tex └── transfer_learning.tex ├── one-hot-encoding-example.tex └── programming_languages_comparison.tex /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Adamouization/Breast-Cancer-Detection-Mammogram-Deep-Learning/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: 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