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Jian-Qing Zheng

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Preprint Oct 2026

Forensic Reserve: Eliciting Latent Knowledge for Image Forgery Detection

As generated images become increasingly realistic, reliable forgery detection is essential for maintaining trust in visual information. However, existing methods primarily rely on task-specific supervision to adapt vision foundation model representations, without fully exploiting internal forensic knowledge to guide de...

Jia-Hua Li, Zixu John, Tom Zhong et al. · 0 citations
Conference Open access Aug 2026

Structural-Guided Latent Diffusion for MRI-to-PET Synthesis and Alzheimer’s Disease Diagnosis

A structural-guided latent diffusion framework for synthesizing PET from structural MRI while jointly learning disease-discriminative representations is proposed, providing an effective solution for multimodal data completion and highlighting the clinical potential of structural-guided diffusion models.

Nina Cheng, Zhenghua Guan, Jian-Qing Zheng et al. · 0 citations

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