Retina-explainability

Repository of the UOC Sunai internship for retinal explainability. Link to the project report: https://www.overleaf.com/read/hvmdydxdbbvz

Occlusion
Grad-CAM
Unit dissection:
- Based on "Understanding the Role of Individual Units in a Deep Network" paper (https://dissect.csail.mit.edu/) and David Bau tutorials: https://github.com/davidbau/dissect, https://github.com/SIDN-IAP/global-model-repr

Preprocess of IDRiD segmented masks.
Intersection analysis between the heatmaps generated and the ground-truth masks.

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
explainability		explainability
utils		utils
README.md		README.md
evaluate_sample.py		evaluate_sample.py
intersection_analysis.ipynb		intersection_analysis.ipynb
main.py		main.py
preprocess_masks.ipynb		preprocess_masks.ipynb
statistics.ipynb		statistics.ipynb
unit_dissect.ipynb		unit_dissect.ipynb

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