2 papers
cs.CV2026
Towards Reliable AI-Based Histological Staining: A Systematic Study of Scaling and Uncertainty in Unpaired Generative Models
Qasim Siddiqui, Adrian Friebel, Maiju Myllys +4
Liver fibrosis, the principal predictor of long-term outcome in chronic liver disease, is staged from histological estimates of collagen content. Sirius Red (SR) provides the stand…
cs.CV2023
Uncertainty Estimation in Instance Segmentation with Star-convex Shapes
Qasim M. K. Siddiqui, Sebastian Starke, Peter Steinbach
Instance segmentation has witnessed promising advancements through deep neural network-based algorithms. However, these models often exhibit incorrect predictions with unwarranted…