Comparison of detection effect before and after improvement.

<p>(a) Original figure; (b) real frame; (c) YOLOv8n detection effect; (d) MNS-YOLO detection effect; (e) CMNS-YOLO detection effect.</p>

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Bibliographic Details
Main Author:	Jiayue Zhang (7832669) (author)
Other Authors:	Xinxin Yi (3932963) (author), Heng Wang (76752) (author)
Published:	2025
Subjects:	Cell Biology Neuroscience Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified xlink "> inspection modern construction projects like linear attention crayfish optimization algorithm crawfish optimization algorithm target detail features solar cell defects renewable energy sources pvelad datasets show hybrid model cmns existing deep learning ultimate detection accuracy solar energy deep learning two datasets image features smooth operation recovery ability network hyperparameters model performance mlla module lightweight characteristics experimental results detection accuracy considerable potential building photovoltaics baseline model
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