That 95% Face Match Could Be a Total Lie — Here's the Trick Fooling the Camera
Dev.to AI
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Machine Learning
Generative AI
Computer Vision
NLP
AI Research
How digital injection attacks are breaking biometric trust For developers working in computer vision or building authentication workflows, a "95% confidence match" is usually the gold standard. We spend months fine-tuning our CNNs or transformer models to minimize Euclidean distance between feature vectors, assuming that if the math holds up, the identity is verified. But recent news regarding the explosion of injection attacks suggests we’ve been looking at the wrong part of the stack.