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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...
Micro-ultrasound super-resolution with geometry-driven consistency models.
Prostate cancer diagnosis typically relies on image-guided biopsy. Micro-ultrasound (MicroUS) has recently emerged as a promising imaging modality, offering high spatial resolution with comparable diagnostic performance to multi-parametric MRI (mpMRI) at a lower cost. However, unlike MRI, MicroUS volumes are acquired i...