Deep learning has recently demonstrated considerable promise for a variety of computer
vision tasks. However, in many practical applications, large-scale labeled datasets are not …

Accurate medical image segmentation is significant for reliable clinical diagnoses and
pathology research. Deep learning methods rely on large high-quality dataset for supervised …

Multi-modal learning has shown advantages in improving weakly-supervised medical image
segmentation (WS-MIS). However, most current works are based on paired data, which is …