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This paper presents MagDR, a mask-guided detection and reconstruction pipeline for defending deepfakes from adversarial attacks. ... MagDR starts with a detection module that defines a few criteria to judge the abnormality of the output of deepfakes, and then uses it to guide a learnable reconstruction procedure. ... The Framework for Defending Deepfakes The proposed framework is named MagDR, standing for mask-guided detection and reconstruction. ...arXiv:2103.14211v1 fatcat:5knvvbckobhrtaanq3c6u34jma