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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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Yujie Zhu

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Jul 2026

CLIP-Guided Label-Free Discriminative Region Scoring for Fine-Grained Classification

A unified CLIP-guided label-free region scoring framework for fine-grained classification is proposed, and random-crop-based pseudo-label scoring consistently outperforms SAM-based scoring across all datasets, suggesting that random crops preserve surrounding information and provide more stable semantic context when ps...

Yujie Zhu · 0 citations

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