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cs.CV2025
Parsimonious Dataset Construction for Laparoscopic Cholecystectomy Structure Segmentation
Yuning Zhou, Henry Badgery, Matthew Read +2
Labeling has always been expensive in the medical context, which has hindered related deep learning application. Our work introduces active learning in surgical video frame selecti…
cs.CV2024
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery
Yuning Zhou, Henry Badgery, Matthew Read +2
Self-supervised learning (SSL) has potential for effective representation learning in medical imaging, but the choice of data augmentation is critical and domain-specific. It remai…