3 papers
cs.CV2026
FPG-Seg: Annotation-free Retinal Vessel Topology Segmentation
James Willoughby, Irina Voiculescu
State-of-the art approaches to retinal vessel segmentation typically require extensive annotations, a highly time-consuming process, reliant on clinical expertise. We present FPG-S…
cs.CV2024
Entropy Bootstrapping for Weakly Supervised Nuclei Detection
James Willoughby, Irina Voiculescu
Microscopy structure segmentation, such as detecting cells or nuclei, generally requires a human to draw a ground truth contour around each instance. Weakly supervised approaches (…
cs.CV2024
Runtime Freezing: Dynamic Class Loss for Multi-Organ 3D Segmentation
James Willoughby, Irina Voiculescu
Segmentation has become a crucial pre-processing step to many refined downstream tasks, and particularly so in the medical domain. Even with recent improvements in segmentation mod…