{"data":{"id":"f0a3e3e4-1591-4df4-8d5f-bc85049099a7","title":"R-FLoRA: Residual-Statistic-Gated Low-Rank Adaptation for Single-Image Face Morphing Attack Detection","summary":"This paper presents R-FLoRA, a single-image face morphing attack detection (S-MAD) framework that combines high-frequency Laplacian residual statistics with a frozen, foundation-scale vision transformer. It uses residual-statistic-gated low-rank adapters, feature-wise residual fusion, and a residual-contrastive alignment loss. Tested on four ICAO-compliant datasets covering seven morph generation techniques, it outperforms nine recent S-MAD algorithms in accuracy and cross-dataset generalisation while running in real time.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11494068","publishedAt":"2026-04-23T13:16:44.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["vision transformer"],"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":"2026-04-23T13:16:44.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}