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MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes [article]

Zhikai Chen and Lingxi Xie and Shanmin Pang and Yong He and Bo Zhang
2021 arXiv   pre-print
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