Hyperparameter optimization results. by Jiayue Zhang (7832669)

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Visualization of hyperparameter optimization results. by Jiayue Zhang (7832669)

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General structure of COA optimized MNS-YOLO. by Jiayue Zhang (7832669)

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Bidirectional feature pyramid frequency aware feature fusion network. by Jiayue Zhang (7832669)

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Model comparison experiment. by Jiayue Zhang (7832669)

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Experimental parameter settings. by Jiayue Zhang (7832669)

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Structure of MNS-YOLO. by Jiayue Zhang (7832669)

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Values used to build graphs. by Jiayue Zhang (7832669)

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Minimal data set. by Jiayue Zhang (7832669)

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Comparison of detection effect before and after improvement. by Jiayue Zhang (7832669)

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Hyperparameter settings. by Jiayue Zhang (7832669)

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Frequency-aware feature fusion module and BiFPN structure diagram. (a) Frequency-aware Feature Fusion, (b) BiFPN. by Jiayue Zhang (7832669)

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MLLA module and C2f-MLLA module structure diagram. (a) MLLA module, (b) C2f-MLLA module. by Jiayue Zhang (7832669)

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Performance of COA on different models. by Jiayue Zhang (7832669)

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Example of data enhancement. by Jiayue Zhang (7832669)

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Comparison of experimental results on PVELAD dataset. by Jiayue Zhang (7832669)

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Ablation experiments. In the table, A represents the C2f-MLLA module, B represents the BiFPN-FFFN module, C represents the ShapeIoU module, and D represents the COA algorithm. by Jiayue Zhang (7832669)

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Dataset defect type. by Jiayue Zhang (7832669)

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