Few-shot object detection for pest insects via features aggregation and contrastive learning

Accurate detection of pest insects is critical for agricultural pest management and crop yield protection, yet traditional detection methods struggle due to the vast diversity of pest species, significant individual differences, and limited labeled data. These challenges are compounded by the typica...

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Bibliographic Details
Main Authors: Shuqian He, Biao Jin, Xuechao Sun, Wenjuan Jiang, Jiaxing Gu, Fenglin Gu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Plant Science
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Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1522510/full
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