arxivcs.CVcs.AIcs.CR2026-07-24
ISPCloak: Weaponizing ISP for Optimization-Free Physical Camouflage against Deepfake Detectors
Jiale Zhao, Jiajun Wan, Lei Tang, Ye Qin, Kebing Jin, Jinghui Qin
The rapid advancement of generative models has spurred the critical need to evaluate the worst-case robustness of deepfake detectors. In this paper, we reveal a fundamental blind spot in current forensic paradigms: while existing detectors excel at capturing digital synthesis art…