James Kaan

Learning Topological Interactions for Multi-Class Medical Image Segmentation

"Deep learning methods have achieved impressive performance for multi-class medical image segmentation. However, they are limited in their ability to encode topological interactions among different classes (e.g., containment and exclusion). These constraints naturally arise in biomedical images and…