2 papers
cs.GR2025
Robust AI-Synthesized Image Detection via Multi-feature Frequency-aware Learning
Hongfei Cai, Chi Liu, Sheng Shen +2
The rapid progression of generative AI (GenAI) technologies has heightened concerns regarding the misuse of AI-generated imagery. To address this issue, robust detection methods ha…
cs.CV2025
Unleashing the Power of Pre-trained Encoders for Universal Adversarial Attack Detection
Yinghe Zhang, Chi Liu, Shuai Zhou +2
Adversarial attacks pose a critical security threat to real-world AI systems by injecting human-imperceptible perturbations into benign samples to induce misclassification in deep…