Author

Man-Ni Cui

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Preprint Sep 2026

Learning Continuous Source Responses For Generalizable AI-Generated Image Detection

Advances in image generation have made synthetic images increasingly difficult to distinguish from real photographs, raising concerns about the trustworthiness of visual media. Existing AI-generated image detectors often perform well on in-domain data, but their robustness and cross-generator generalization remain limi...

Man-Ni Cui, Rui-Qi Liu, Zi-Jian Yu et al. · 0 citations

Jul 2026

GlobalForge: Towards Robust AI-Generated Image Detection

The proposed GlobalForge improves average BAcc on 8 in-the-wild benchmark groups by $\mathbf{5.89\%}$ over the previous state-of-the-art, and is clearly ahead of representative baselines on RealDeg-Bench under both single and compound degradations.

Manni Cui, Ruiqi Liu, Dianyuan Zou et al. · arXiv.org · 0 citations