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cs.CV2025
Federated Self-supervised Domain Generalization for Label-efficient Polyp Segmentation
Xinyi Tan, Jiacheng Wang, Liansheng Wang
Employing self-supervised learning (SSL) methodologies assumes par-amount significance in handling unlabeled polyp datasets when building deep learning-based automatic polyp segmen…
cs.CV2024
Personalizing Federated Instrument Segmentation with Visual Trait Priors in Robotic Surgery
Jialang Xu, Jiacheng Wang, Lequan Yu +3
Personalized federated learning (PFL) for surgical instrument segmentation (SIS) is a promising approach. It enables multiple clinical sites to collaboratively train a series of mo…