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Through ablation testing, the widely used object identification model YOLOv7 was found to have poor performance. However, methods that just consider channel attention, such as the squeeze-and-excitation SE technique [ 72 ], fail to account for the significance of spatial position information in visual tasks. Shafi A. When compared against other machine learning and deep learning classifiers, an SVM using a radial basis function kernel performed best.