{"data":{"id":"c5292f2b-838b-44fe-b8a8-0131dfd10f01","title":"CLIP-BCP: Generalizable AI-Generated Image Detection via CLIP Mid-Layer Representations and Bright Channel Prior","summary":"CLIP-BCP is a dual-branch framework for detecting AI-generated images that combines the 13th-layer CLS token of a frozen CLIP encoder with a bright channel prior branch, fused at the feature level. On AIGCDetect-Benchmark and GenImage it reports mean accuracy of 94.28% and 98.29%, outperforming the previous best methods by 1.51 and 2.49 percentage points. The authors report that strict cross-dataset evaluation and postprocessing robustness tests support the complementarity of the two feature sources under the evaluated settings.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11740719","publishedAt":"2026-10-19T05:06:46.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["CLIP"],"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":"2026-10-19T05:06:46.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}