https://github.com/shenzhouhong/radiography-ai-project
https://github.com/shenzhouhong/radiography-ai-project
Last synced: about 2 months ago
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- Host: GitHub
- URL: https://github.com/shenzhouhong/radiography-ai-project
- Owner: ShenZhouHong
- Created: 2023-04-04T14:34:16.000Z (about 2 years ago)
- Default Branch: master
- Last Pushed: 2023-05-05T16:20:14.000Z (almost 2 years ago)
- Last Synced: 2025-01-24T04:26:48.146Z (3 months ago)
- Language: Jupyter Notebook
- Size: 23.5 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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README
# Goldsmiths Final Project
Final Project for Shen Zhou Hong's 2022 BSc in Computer Science at Goldsmiths, University of London.
## Repository Index
### For the report, see `latex/`.
```
latex/
├── appendices
│ ├── appendix.tex
│ └── presentation.tex
├── code
│ ├── cross-validate.tex
│ ├── kfold-dataset.tex
│ ├── model-definition.tex
│ └── regime_I.tex
├── data
│ ├── hypersearch
│ │ ├── regime-1-examples/
│ │ ├── regime-1.csv
│ │ └── regime-2.csv
│ └── initial-evaluations
│ ├── inceptionv3_end2end_train_auc.csv
│ ├── inceptionv3_end2end_valid_auc.csv
│ ├── inceptionv3_imagenet_train_auc.csv
│ ├── inceptionv3_imagenet_valid_auc.csv
│ ├── inceptionv3_radimagenet_train_auc.csv
│ ├── inceptionv3_radimagenet_valid_auc.csv
│ ├── lenet1998_train_auc.csv
│ └── lenet1998_valid_auc.csv
├── figures
│ ├── pdf-spread-kim.tex
│ ├── pdf-spread-lindsey.tex
│ ├── pdf-spread-mura.tex
│ └── protocol-diagram.tex
├── graphs
│ ├── hypersearch-regime-1-examples.tex
│ ├── hypersearch-regime-1.tex
│ ├── hypersearch-regime-2.tex
│ ├── inceptionv3-end2end.tex
│ ├── inceptionv3-imagenet.tex
│ ├── inceptionv3-radimagenet.tex
│ ├── lenet1998.tex
│ └── regime-1-best-candidate.tex
├── media
│ ├── kim-and-mackinnon.pdf
│ ├── lindsey-et-al.pdf
│ ├── metrc-ai-presentation.pdf
│ ├── mura.pdf
│ └── protocol-diagram.pdf
├── sections
│ ├── background.tex
│ ├── bibliography.tex
│ ├── implementation.tex
│ ├── introduction.tex
│ ├── methodology.tex
│ ├── outcomes.aux
│ ├── outcomes.tex
│ └── resources.tex
├── bibliography.bib
├── implementation.pdf
├── implementation.tex
├── proposal.pdf
├── proposal.tex
├── makefile
└── README.md
```
### For the implementation, see `python/`
```
python/
├── analysis
│ ├── regime-1-analysis.ipynb
│ ├── regime-1.csv
│ ├── regime-1-raw-data.pickle
│ ├── regime-2-analysis.ipynb
│ ├── regime-2.csv
│ ├── regime-2-raw-data.pickle
│ └── README.md
├── common
│ ├── __init__.py
│ ├── crossvalidate.py
│ ├── datasetutils.py
│ ├── kfold.py
│ ├── model.py
│ ├── plotting.py
│ ├── utilities.py
│ └── README.md
├── hyperparam-search
│ ├── regime-1.ipynb
│ └── regime-2.ipynb
├── initial-evaluation
│ ├── inceptionv3-end2end.ipynb
│ ├── inceptionv3-imagenet.ipynb
│ ├── inceptionv3-radimgnet.ipynb
│ └── lenet1998.ipynb
└── README.md
```
### For the dataset, see `dataset/`
```
dataset
├── ds_test/
├── ds_train/
├── ds_valid/
├── df_labels-onehot.csv
├── df_labels-onehot.pickle
├── build-tfdataset.ipynb
├── filenames.csv
├── raw_images
└── README.md
```