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For the perception branch, the EfficientNet-A0 architecture was refined and implemented, leading to a parameter count roughly ten times lower and a floating-point operation count roughly seven times lower than the existing SE-Res2Net50 model. In the context of the Physical Access (PA) scenario on the ASVspoof 2019 dataset, the proposed method, utilizing logPowSpec for input feature extraction, yielde