Huiyu Li

High-Capacity Robust Medical Image Exfiltration via Neural Network Weight Replacement

Collaborative medical AI platforms allow researchers to train models on sensitive imaging data while restricting data export. However, trained models can serve as covert carriers of patient information: medical images may be encoded within model parameters and reconstructed outside the secure environment. Existing defe...

From unstable conditioning to disentangled prompts: Variance-stable diffusion model for harsh underwater image enhancement