Results of the comparative experiment. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Comparison of attention mechanisms. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Results of ablation experiments. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Comparison of attention mechanisms. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Experimental environment configuration. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Model comparison experiments. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Insulator dataset data enhancement. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

SPDConv structure diagram. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Loss curve comparison diagram. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Visualisation and analysis of test results. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Comparison of mAP@0.5 and mAP@0.5:0.95 curves. by Jia Li (160557)

“…According to experimental results, the enhanced algorithm reduces the rate of misdetection and omission of defects on transmission conductors, accomplishes a comprehensive simultaneous improvement, and achieves 87.2% mean average accuracy (mAP@0.5) on the dataset.…”

Convergence curve of the GL-SSL Model’s training loss function, illustrating the trend of loss reduction over 300 iterations, reflecting the model’s stability and rapid convergence... by Jiangjiang He (9676377)

Forest plots for change in Clinical Dementia Rating-Sum of Boxes (CDR-SB). by Reina Tonegawa-Kuji (20724254)

Schematic representation of Cantilever beam. by Qingwen Meng (156386)

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The influence of directional information on the convergence direction. by Qingwen Meng (156386)

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Different indexes change in ASBOA optimization process. by Qingwen Meng (156386)

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Convergence curves of SBOA improved by different strategies. by Qingwen Meng (156386)

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The sensing area of sensor in terms of square. by Qingwen Meng (156386)

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WSN convergence curve. by Qingwen Meng (156386)

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Ranking distribution statistics. by Qingwen Meng (156386)

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