2 papers
eess.IV2025
Magnification-Aware Distillation (MAD): A Self-Supervised Framework for Unified Representation Learning in Gigapixel Whole-Slide Images
Mahmut S. Gokmen, Mitchell A. Klusty, Peter T. Nelson +8
Whole-slide images (WSIs) contain tissue information distributed across multiple magnification levels, yet most self-supervised methods treat these scales as independent views. Thi…
q-bio.QM2025
Vision Foundry: A System for Training Foundational Vision AI Models
Mahmut S. Gokmen, Mitchell A. Klusty, Evan W. Damron +6
Self-supervised learning (SSL) leverages vast unannotated medical datasets, yet steep technical barriers limit adoption by clinical researchers. We introduce Vision Foundry, a code…