Case study
01 · The question
Challenge
Clinical interpretation requires locating strictures, measuring their geometry, and relating image evidence to severity.
02 · The work
Approach
As an independent collaborator, I supported preprocessing design, anatomical masking, classical computer-vision features, early deep-learning prototypes, and methodological mentoring.
03 · The value
Impact
The collaboration contributed to a 2024 medRxiv preprint and advances reproducible image analysis for urological diagnostics.