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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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Jing-Yi Li

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Open access Aug 2026

APPLICATION OF LLM + ZERO-SHOT LARGE MODELS FOR FRUIT OBJECT DETECTION

A zero-shot annotation framework that integrates OWLv2, Google’s second-generation open-vocabulary vision model, with large language models to enable multilingual, natural language-driven fruit recognition in smart agriculture, providing scalable solutions for automated annotation, real-time monitoring, and large-scale data collection.

Yingdong Qin, Hao-Yu Song, Jing-Yi Li et al. · 0 citations

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