AIBearisharXiv – CS AI · 14h ago7/10
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The Deployment Gap in AI Media Detection: Platform-Aware and Visually Constrained Adversarial Evaluation
Researchers reveal a significant gap between laboratory performance and real-world reliability in AI-generated media detectors, demonstrating that models achieving 99% accuracy in controlled settings experience substantial degradation when subjected to platform-specific transformations like compression and resizing. The study introduces a platform-aware adversarial evaluation framework showing detectors become vulnerable to realistic attack scenarios, highlighting critical security risks in current AI detection benchmarks.