Project Websites

Interactive project pages for selected papers.

Quantifying the Limits of Segmentation Foundation Models

WACV 2026 — Yixin Zhang*, Nicholas Konz*, Kevin Kramer, Maciej A. Mazurowski

Interpretable metrics for object tree-likeness and textural separability that explain and predict SAM/SAM 2/HQ-SAM failure modes.

The Effect of Intrinsic Dataset Properties on Generalization

ICLR 2024 — Nicholas Konz, Maciej A. Mazurowski

Generalization scaling laws, the label sharpness metric, and adversarial robustness across natural and medical imaging domains.