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A lightweight non-intrusive framework for early-stage damage symptom detection of wood-boring pests in trees

Abstract Early detection of wood-boring pest damage is crucial for preserving forest ecosystems and preventing economic losses in the timber industry. To address the challenges of extremely small early-stage damage symptoms, complex bark backgrounds, and deployment constraints on edge devices in for...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Pingchuan Zhang, Ying Yang, Zeze Ma, Bin Wang, Caihong Zhang, Yanjun Hu
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2026-04-01
Schriftenreihe:Scientific Reports
Schlagworte:
Wood-boring pests
Borehole detection
BH-YOLO
Lightweight
Non-intrusive
Smart agriculture
Online-Zugang:https://doi.org/10.1038/s41598-026-49841-0
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