MBCE: Multi-Band Contrastive Encoding for Frequency-Aware Ultrasound Representation Learning
Ultrasound imaging relies on high-frequency sound waves to visualize internal anatomy in a non-invasive manner, yet automated analysis remains difficult due to low signal-to-noise ratios, speckle artifacts, and inconsistencies across scanners. These challenges are compounded by the scarcity of annotated datasets, limit...