Notes
Research updates, project milestones, and practical observations from building software across visual computing and applied AI.
Recent updates
Weakly supervised pneumonia localisation
My latest research examines pneumonia localisation from chest X-rays using deep neural networks and Grad-CAM explanations. The work focuses on learning useful spatial evidence from coarse labels and evaluating whether model explanations support trustworthy interpretation.
Building privacy-first browser tools
CSV Viewer explores a simple product principle: local data should remain local. The tool provides search, sorting, pagination, and filtered export entirely in the browser.
Interactive visual computing
I am developing small browser labs to make technical ideas—such as point-cloud projection and solar geometry—easier to explore through direct manipulation.