Abstract: Highlights•We explore the difference between uncompressed and high- compressed deepfake data.•A High-Frequency Enhancement network is proposed for deepfake detection.•A two-stage cross-fusion strategy is designed for information complementary.•Extensive experiments are performed to verify the superiority of our method.
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