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Parametric analyses of localization module. (a) The prediction accuracy of YOLOv5 under different confidence values. (b) The prediction accuracy of the localization module by adding classification blocks at the end of YOLOv5. In the left panel, the classification block is trained after training the YOLOv5, while in the right panel, the block and YOLOv5 are trained simultaneously.
