SRAP combines per-channel truncated SVD and an identity-importance mask to make PGD perturbations for face-swap defense more imperceptible while retaining competitive identity disruption.
The singular values and vectors of low rank perturbations of large rectangular random matrices.Journal of Multivariate Analysis, 111: 120–135, 2012
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SRAP: SVD-Refined Adversarial Perturbations for Imperceptible Face-Swap Defense
SRAP combines per-channel truncated SVD and an identity-importance mask to make PGD perturbations for face-swap defense more imperceptible while retaining competitive identity disruption.