Author

B. Wodlinger

2 papers indexed here

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Open access Oct 2026

Data-Efficient Prostate Micro-Ultrasound Image Analysis using a Modality-specific Foundation Model

Background and Objective: Micro-ultrasound (MicroUS) is an emerging high-resolution imaging modality for prostate cancer diagnosis and real-time biopsy guidance, but its automated analysis is limited by labor-intensive expert annotation. We aimed to develop and evaluate a foundation model for data-efficient MicroUS ima...

K. Pang, J. Fan, A.-L.-Y. Hung et al. · medRxiv · 0 citations

Preprint Sep 2026

Weakly Supervised Spatial Grounding for Discriminative Attention-Based Ultrasound-Histopathology Alignment in Prostate Cancer Grading

Unpaired cross-modal distillation transfers grade structure from histopathology into a micro-ultrasound (micro-US) encoder by aligning a pooled needle-region embedding to a frozen histopathology teacher under grade-group correspondence alone. A single objective is thereby required to serve two distinct functions: rende...

O. Dzikunu, E. Willis, Mohammad Mahdi Abootorabi et al. · 0 citations