{"data":{"id":"de87cb5c-e42a-42f4-bff7-51ae96035a81","title":"Machine Learning Attack Series: Perturbations to misclassify existing images","summary":"This post discusses a machine learning attack technique where researchers modify existing images through small changes (perturbations, or slight adjustments to pixels) to trick an AI model into misclassifying them. For example, they aim to alter a picture of a plush bunny so that an image recognition model incorrectly identifies it as a husky dog.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://embracethered.com/blog/posts/2020/husky-ai-machine-learning-attack-perturbation-external/","publishedAt":"2020-09-16T19:00:05.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"news","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":null,"atlasIds":null}}