most citedTrustworthy and Responsible AI for Human-Centric Autonomous Decision-Making Systems

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cs.CV2026

Beyond Performance Metrics: Uncertainty Mapping of Label Ambiguity in Fazekas Score Prediction

Susanne Schmid, Johanna Ospel, Richard Frayne +1

Reference labels used to train medical image classification models are not always as certain as they may appear, and this uncertainty has implications on performance metrics. In th…

cs.CV2026

Contrast-Informed Augmentation and Domain-Adversarial Training for Adult-to-Neonatal MR Reconstruction Generalization

Stephen Moore, Lara Leijser, Richard Frayne +1

Purpose: To investigate whether contrast-informed data augmentation and domain-adversarial training improve the adult-to-neonatal generalization of the E2E-VarNet. Methods: Three t…