MIC-CUSP

MIC-CUSP (Multimodal Image Correlations for Cancer detection on Ultra-Sound leveraging Pretraining with weak labels). First, MIC-CUSP learns richer imaging-inspired ultrasound biomarkers by leveraging registration-independent multimodal image correlations between b-mode ultrasound and two unaligned richer imaging modalities, Magnetic Resonance Imaging (MRI) and post-operative histopathology images. Second, MIC-CUSP uses the richer imaging-inspired ultrasound biomarkers as inputs to the cancer detection model to localize cancer on b-mode ultrasound images, in absence of MRI and histopathology images.