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Conference Sep 2026

Adversarial example generation method in the ultraviolet band based on 3D neural rendering

Ultraviolet imaging offers unique advantages in low-light conditions, complex backgrounds, and specialized reconnaissance missions, and is widely used in fields such as covert target identification and security monitoring. However, existing adversarial sample generation methods are primarily focused on the visible ligh...

Fang-Yuan Wang, Hao-Li Xu, Jun Chen et al. · 0 citations
Preprint Sep 2026

Latent Space Is Not Flat: Rethinking Latent Structure for 3D Medical Image Synthesis

Latent generative models make 3D medical image synthesis computationally practical by generating in a compressed space. However, we show that the common flat Euclidean assumption induced by $\ell_2$ objectives is imprecise: latent-space geometry is so strongly anisotropic that equal-magnitude errors can produce drastic...

Hao-Wen Xue, Hao Chen, He-Xuan Hu et al. · 0 citations

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