Automated Assessment of Vascular Perfusion (Alan Turing Institute Data Study Group)

🎯 Automated assessment of vascular perfusion

🎓 Challenge owner: Prof Tony Whitehouse (University Hospital Birmingham, University of Birmingham)
🎓 Principle Investigator: Dr Kashif Rajpoot (University of Birmingham)

🏆 Received the ‘super additive’ award for ‘championing collaboration & knowledge exchange’

✍ Explored supervised (KNN, LDA, NCA) and unsupervised (PCA) machine learning techiniques and constructed a hybrid CNN-RNN architecture model to automatically extract meaningful features from videos using transfer learning (InceptionV3, imagenet weights) and fine-tuning

💾 OpenCV, scikit-learn, Keras, TensorFlow

📑 Final report:

Data Study Group team. (2022, July 5). Data Study Group Final Report: University of Birmingham. Zenodo. [https://doi.org/10.5281/zenodo.6799096]