3 papers
cs.CV2026
Decomposing Whole Slide Image Report Generation with Graph-Constrained Multiple Instance Learning Workflows
Antony Gitau, Martyna Borak, Bjørn-Jostein Singstad +4
Whole-slide image (WSI) report generation requires recognizing spatially distributed pathological features and organizing them into a coherent diagnostic narrative. Although direct…
cs.CV2026
What Does It Mean for a Medical AI System to Be Right?
Antony Gitau
This paper examines what it means for a medical AI system to be right by grounding the question in a specific clinical context: the automatic classification of plasma cells in digi…
cs.CV2026
Multi-Stage Fine-Tuning of Pathology Foundation Models with Head-Diverse Ensembling for White Blood Cell Classification
Antony Gitau, Martin Paulson, Bjørn-Jostein Singstad +3
The classification of white blood cells (WBCs) from peripheral blood smears is critical for the diagnosis of leukemia. However, automated approaches still struggle due to challenge…