LMD-YOLO: A lightweight algorithm for multi-defect detection of power distribution network insulators based on an improved YOLOv8.

While both functions exhibit a decreasing trend in classification loss throughout training, SIoU presents a smoother and more stable loss curve due to its incorporation of angle differences between predicted and ground-truth bounding boxes.

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