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1. Introduction With the continuous development of deep learning techniques, neural network-based visual models have achieved remarkable success in tasks such as image classification and object recognition. Among them, Convolutional Neural Networks (CNNs) [1] have become the mainstream approach in current visual tasks due to their local connectivity and weight-sharing mechanisms, which enable effective extraction of local image features.
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