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cs.CV2025

Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective

Ruixuan Zhang, He Wang, Zhengyu Zhao +4

Rapid advances in Artificial Intelligence Generated Images (AIGI) have facilitated malicious use, such as forgery and misinformation. Therefore, numerous methods have been proposed…

cs.CV2025

Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering

Jiabao Guo, Ajian Liu, Yunfeng Diao +5

The challenge of Domain Generalization (DG) in Face Anti-Spoofing (FAS) is the significant interference of domain-specific signals on subtle spoofing clues. Recently, some CLIP-bas…

cs.CV2024

TASAR: Transfer-based Attack on Skeletal Action Recognition

Yunfeng Diao, Baiqi Wu, Ruixuan Zhang +5

Skeletal sequence data, as a widely employed representation of human actions, are crucial in Human Activity Recognition (HAR). Recently, adversarial attacks have been proposed in t…

cs.CV2024

Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks

Yunfeng Diao, Naixin Zhai, Changtao Miao +4

Recent advancements in image synthesis, particularly with the advent of GAN and Diffusion models, have amplified public concerns regarding the dissemination of disinformation. To a…

cs.CV2024

Boosting Adversarial Transferability for Skeleton-based Action Recognition via Exploring the Model Posterior Space

Yunfeng Diao, Baiqi Wu, Ruixuan Zhang +3

Skeletal motion plays a pivotal role in human activity recognition (HAR). Recently, attack methods have been proposed to identify the universal vulnerability of skeleton-based HAR(…