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Titlebook: Domain Adaptation and Representation Transfer; 5th MICCAI Workshop, Lisa Koch,M. Jorge Cardoso,Dong Yang Conference proceedings 2024 The Ed

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Unilateral Biportal Endoscopy of the Spinebaselines but also enhances annotation efficiency, offering potential few-shot segmentation capabilities with performance improvements ranging from 9% to 30% for segmentation tasks compared to SSL baselines. This performance is attributed to the significance of . via our learning strategy, which enc
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Unilateral Biportal Endoscopy of the Spineefensive distillation for improved robustness against adversaries. Training using adversarial examples leads to better model generalizability and improves its ability to handle perturbations. Distillation using soft probabilities introduces uncertainty and variation into the output probabilities, ma
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,MultiVT: Multiple-Task Framework for Dentistry,obust features, we can achieve better segmentation and detection results. Additionally, MultiVT improves generalization capabilities without applying domain adaptive techniques - a characteristic which renders our method suitable for use in real-world applications.
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