Klaus Maier‐Hein

Unlocking the potential of digital pathology: Novel baselines for compression

2025 · Journal of Pathology Informatics

Digital pathology offers a groundbreaking opportunity to transform clinical practice in histopathological image analysis, yet faces a significant hurdle: the substantial file sizes of pathological whole slide images (WSIs). Whereas current digital pathology solutions rely …

Inclusive Federated Learning Through Compliance-Weighted Noise Allocation in Healthcare AI

2025 · arXiv (Cornell University)

Background: Federated learning (FL) enables collaborative training of clinical AI models without centralizing patient data, but adoption is limited by privacy concerns, heterogeneous institutional compliance, and resource disparities; standard differential privacy (DP) applies uniform noise …