Researchy Stuff

Publications, presentations, and more

My general research focus has been on machine learning to analyze medical images. Within that broad research area, I've focused on using deep learning to analyze dermatological images.

Publications

See Google Scholar for the full list of my published research.

I share some more info on some of my published research linked below:

PhD - Thesis and slides

BrainNetCNN - Designed a convolutional neural networks for adjacency matrices (e.g., brain connectomes).

Deep features to classify skin lesions - First work showing pretrained CNNs generalize well to multi-classification of macroscopic dermatological images.

Multi-resolution CNN - Convolutional neural network to process image at multiple resolutions.

Dermofit 10-class - differences in ISBI and MLMI accuracy explained

Segment spinal cord and predict disability in MS patients - A summary of my MSc work