2 papers
cs.CV2026
Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation
Xin Ci Wong, Duygu Sarikaya, Kieran Zucker +2
Glioma segmentation in multiparametric MRI is a critical component of treatment planning. A segmentation model that fails silently on treatment-critical sub-regions represents a pa…
cs.CV2025
The Power of Certainty: How Confident Models Lead to Better Segmentation
Tugberk Erol, Tuba Caglikantar, Duygu Sarikaya
Deep learning models have been proposed for automatic polyp detection and precise segmentation of polyps during colonoscopy procedures. Although these state-of-the-art models achie…