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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Thanh-Vu Dang

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Open access Jul 2026

ITR: Iterative Transductive Refinement with a Graph-Reliability Gate for Zero-Shot Agricultural CLIP Classification

Contrastive Language–Image Pre-training (CLIP) has become the dominant paradigm for zero-shot visual recognition, classifying images directly from textual class descriptions with no task-specific labelled data. This label-free ability is a natural fit for agricultural plant-disease and weed recognition, where expert an...

Soo-Chang Lee, Jin Lee, Hoang Anh Le et al. · 0 citations

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