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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Yu-Nong Lin

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Open access Oct 2026

Domain-aligned self-supervision: CT-specialized DINOv3 enhances PET/CT tumor segmentation.

OBJECTIVE This study investigates how domain-aligned self-supervised pretraining influences downstream PET/CT tumor segmentation, with a focus on disentangling the roles of domain proximity and pretraining dataset scale. Approach: We compared nnU-Net segmentation models initialized from random weights or from DINOv3 en...

Yu-Nong Lin, Shan-Song Wang, Yu-Heng Li et al. · 0 citations

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