{"data":{"id":"9a994d5c-4743-4db7-9533-f448c829bd30","title":"DFREC: DeepFake Identity Recovery Based on Identity-Aware Masked Autoencoder","summary":"The authors introduce DFREC, a scheme that recovers both the source and target faces from a deepfake image to support identity tracing in forensic investigations. It uses an Identity Segmentation Module, a Source Identity Reconstruction Module and a Target Identity Reconstruction Module, the last of which relies on a Masked Autoencoder. Evaluated on FaceForensics++, CelebaMegaFS, FFHQ-E4S and Celeb-DFv2, DFREC outperforms state-of-the-art deepfake recovery algorithms and is described as the only scheme that recovers both pristine faces with high fidelity.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11480178","publishedAt":"2026-04-13T13:17:12.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-04-13T13:17:12.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}