Data Party THU

Aug 26, 2026 · Artificial Intelligence

How ‘Good’ Adversarial Attacks Can Safeguard Visual Content Throughout Its Lifecycle

This survey examines proactive protection methods—ranging from privacy filters and non‑learnable samples to generative safeguards, adversarial captchas, and traceability mechanisms—that embed adversarial perturbations before visual content is shared, trained, generated, accessed, or disputed, and evaluates them across transferability, adaptability, and deployment maturity.