Focal-HAIN: a lightweight model with adaptive modulation and hierarchical interaction for real-time crop pest and disease monitoring
These findings demonstrate that F-HAIN effectively balances high detection accuracy with computational efficiency, providing a robust and deployable solution for real-time agricultural monitoring on resource-constrained edge devices.
Authors
- Xiaohan Long (ORCID: https://orcid.org/0000-0003-2825-8102)
- Wei Liu
- Xingzhi Chang
- Li Xu
Institutions
- Changzhou Institute of Technology (CN)
Publication Details
- Journal
- Frontiers in Plant Science
- Published
- 2026-03-04
- DOI
- https://doi.org/10.3389/fpls.2026.1778883
- Primary Topic
- Smart Agriculture and AI
- Type
- article
- Field-Weighted Citation Impact
- 0.00