Ablation study visualization results.

<div><p>Pine wilt disease, a highly contagious forest disease caused by the pine wood nematode and primarily transmitted via its insect vector, the pine sawyer beetle (Monochamus spp.), poses a significant threat to forest ecosystems. Accurate detection of infected trees is vital for eff...

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Bibliographic Details
Main Author:	Xiaozhou Feng (2918222) (author)
Other Authors:	Xiaoting Zhao (509421) (author), Hua Shi (7282) (author), Chaobo Chen (9986764) (author), Yufen Xie (22783745) (author), Mengyan Liu (10218320) (author), Hao Hu (111737) (author), Hui Guo (110581) (author), Pengxiang Xue (18523449) (author)
Published:	2025
Subjects:	Biotechnology Ecology Cancer Biological Sciences not elsewhere classified Information Systems not elsewhere classified spatial pyramid pooling qinba mountain region primarily transmitted via pine wood nematode pine wilt disease pine sawyer beetle perceive fine details mpdiou loss function model &# 8217 improved model efficacy enhanced features include constructed dataset demonstrate china &# 8217 bounding box regression feature extraction capability original yolov8 model novel feature recognition infected trees based detecting trees infected mean average precision integrating fasterblock module detection speed improvement yolov8 </ p infected trees feature recognition diseased trees yolov8 algorithm thereby achieving study provides study pioneers significant threat reducing interference reduce complexity paper proposes neck networks monochamus spp insect vector experimental results effective prevention effective method detection method detection efficiency detection algorithm complex terrain achieving 92 accurate detection 48 fps ), poses
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Ablation study visualization results.

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