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Inference Attacks Against Face Recognition Model without Classification Layers. (arXiv:2401.13719v1 [cs.CV])

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Inference Attacks Against Face Recognition Model without Classification Layers. (arXiv:2401.13719v1 [cs.CV])

Face recognition (FR) has been applied to nearly every aspect of daily life, but it is always accompanied by the underlying risk of leaking private information. At present, almost all attack models against FR rely heavily on the presence of a classification layer. However, in practice, the FR model can obtain complex features of the input via the model backbone, and then compare it with the target for inference, which does not explicitly involve the outputs of the classification layer adopting logit or other losses. In this work, we advocate a novel inference attack composed of two stages for practical

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