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The Siamese neural network, used for similarity matching, is employed within the improved YOLOv7 detector, which incorporates the channel and spatial attention module. The model under consideration, validated using a self-constructed petrochemical equipment video dataset, showcases competitive performance in comparison to contemporary cutting-edge tracking algorithms, as evidenced by e
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