projects

write-ups from research internships, coursework, and side projects in AI.


Explainability and Clinical Trust of Deep Learning in Glioblastoma Treatment Response

A multi-layered XAI pipeline — Grad-CAM, LRP, LIME, linear probing, and causal activation patching — auditing a ResNet-51q model predicting glioblastoma treatment response, and uncovering a spurious shortcut behind its predictions.

2 min read   ·   2025

MetIA — Deploying a Deep Learning Interface for Brain Metastases Segmentation

Deployment and optimization of a UNETR-based deep learning pipeline for automatic brain lesion segmentation on MRI, integrated into the OHIF Viewer at Centre François Baclesse.

3 min read   ·   2024

GeneticPedigreeChartToPed — Digitizing Family Trees for Hereditary Cancer Risk

An end-to-end computer vision pipeline combining six AI models to convert hand-drawn medical family trees into structured data usable by clinical tools like CanRisk.

3 min read   ·   2023