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Ablation experiments We proposed four improvements on the base of the YOLOv8 model: (1) introducing NDW, (2) adding MHSA attention mechanism, (3) improving the step size of the first convolution in the backbone part of the yaml file in YOLOv8, from 2 to 1, and (4) using the lightweight upsampling operator CARAFE