In real factory environments, solar panel inspection relies on a specialized defect detection system, which consists of four components: the supply subsystem, image acquisition subsystem, image proces...
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Surface defect detection of photovoltaic (PV) panels is of significant practical importance for improving power generation efficiency and reducing safety risks.
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Advances in automation, prediction, and management have enabled sophisticated fault detection methods to enhance system reliability and availability. This paper emphasizes the pivotal
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Object detection approaches are used either to locate solar panels or to determine the defects. In particular, solar panel recognition in remote sensing pictures is examined along with
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To address these challenges, this paper proposes the LEM-Detector, an efficient end-to-end photovoltaic panel defect detector based on the transformer architecture.
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Aiming at the current PV panel defect detection methods with insufficient accuracy, few defect categories, and the problem that defect targets cannot be localized, this paper proposes a PV panel
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Therefore, defect detection in solar panels is essential. It helps manufacturers identify and eliminate defective panels in a timely manner, preventing them from entering the next production
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Visible light imaging detection uses high-resolution cameras within the visible light range to capture images of photovoltaic modules, aiming to identify and record appearance defects, pollution
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This paper proposes a photovoltaic panel defect detection method based on an improved YOLOv11 architecture. By introducing the CFA and C2CGA modules, the YOLOv11 model is
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Detecting defects on photovoltaic panels using electroluminescence images can significantly enhance the production quality of these panels.
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To address the challenges of high missed detection rates, complex backgrounds, unclear defect features, and uneven difficulty levels in target detection during the industrial process of
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