Persistent monitoring of insect-pests on sticky traps through hierarchical transfer learning and slicing-aided hyper inference

Persistent monitoring of insect-pests on sticky traps through hierarchical transfer learning and slicing-aided hyper inference

IntroductionEffective monitoring of insect-pests is vital for safeguarding agricultural yields and ensuring food security. Recent advances in computer vision and machine learning have opened up significant possibilities of automated persistent monitoring of insect-pests through reliable detection an...

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Bibliographic Details
Main Authors: Fateme Fotouhi, Kevin Menke, Aaron Prestholt, Ashish Gupta, Matthew E. Carroll, Hsin-Jung Yang, Edwin J. Skidmore, Matthew O’Neal, Nirav Merchant, Sajal K. Das, Peter Kyveryga, Baskar Ganapathysubramanian, Asheesh K. Singh, Arti Singh, Soumik Sarkar
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-11-01
Series:Frontiers in Plant Science
Subjects:
insect-pest monitoring
yellow sticky traps
deep learning
transfer learning
Edge-IoT cyberinfrastructure
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2024.1484587/full
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https://www.frontiersin.org/articles/10.3389/fpls.2024.1484587/full

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