Study on defect detection and identification of solar photovoltaic (PV) panels based on improved YOLO11

Abstract Aiming at the problems of current solar photovoltaic (PV) panel defect detection methods, this paper proposes a solar PV panel defect detection and identification algorithm based on improved YOLO11. The algorithm introduces three key enhancements: (1) a Deformable Attention module that stre...

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Detalhes bibliográficos

Principais autores:	Wenbo Jiang, Wang Liu
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Nature Portfolio 2026-04-01
coleção:	Scientific Reports
Assuntos:	Solar PV panel defect detection YOLO11 Deformable attention module Multi-scale screening-feature fusion pyramid network Structural reparameterization technique
Acesso em linha:	https://doi.org/10.1038/s41598-026-48824-5
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