Neha Sandotra

Cloak before it’s fake: a comprehensive review of deepfake prevention and a novel conceptual cloaking framework

A conceptual prevention framework that applies imperceptible, adaptive perturbations directly to images and video frames at the source to disrupt the feature extraction mechanisms of deepfake generation models, thereby hindering the creation of convincing synthetic media while preserving visual fidelity for human viewe...