Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy

Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy

Abstract Pest management is essential for agricultural production and food security, as pests can cause significant crop losses and economic impact. Early pest detection is key to timely intervention. While object detection models perform well on various datasets, they assume i.i.d. data, which is o...

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Bibliographic Details
Main Authors: Rui Fu, Shiyu Wang, Mingqiu Dong, Hao Sun, Mohammed Abdulhakim Al-Absi, Kaijie Zhang, Qian Chen, Liqun Xiao, Xuewei Wang, Ye Li
Format: Article
Language:English
Published: BMC 2025-04-01
Series:Plant Methods
Subjects:
Pest detection
Unseen environment
Domain adaptation
Test-time adaptation
Self-supervised learning
Online Access:https://doi.org/10.1186/s13007-025-01371-y
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https://doi.org/10.1186/s13007-025-01371-y

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