{"data":{"id":"df000043-9e46-442d-b85e-dd1f72364163","title":"FALCON-Net: Feature Aggregation of Local Patterns for AI-Generated Image Detection","summary":"FALCON-Net is a detector for AI-generated images that combines two modules: the Intrinsic Noise Pattern Isolation (INP) module, which isolates device-specific noise by analyzing high-frequency features in the frequency domain, and the Local Variation Pattern (LVP) module, which models relationships between local pixels to capture unnatural intensity variations. The source reports state-of-the-art detection performance and good generalization to unseen generative models, and the code is available at https://github.com/humiaomiaohaha/FALCON-Net.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11480185","publishedAt":"2026-04-13T13:17:12.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"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":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}