{"data":{"id":"88288260-aa2f-44c0-8b0e-c9acd0ac359e","title":"Dual Frequency Branch Framework With Reconstructed Sliding Windows Attention for AI-Generated Image Detection","summary":"The authors present a detector for AI-generated images that combines a sliding-window attention mechanism, which models relationships between neighboring elements within local regions, with a dual frequency branch that uses four DWT subbands and the phase part of FFT. Evaluated on datasets covering images from 65 generative models, including GAN and diffusion-based ones, the method improves detection accuracy by 2.13% over state-of-the-art approaches.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11395325","publishedAt":"2026-02-12T13:18:16.000Z","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":"2026-02-12T13:18:16.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}