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Fisher Information Improved Training-Free Conditional Diffusion Model
Recently, the diffusion model with the training-free methods has succeeded in conditional image generation tasks.
MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model
Diffusion-based adversarial purification focuses on using the diffusion model to generate a clean image against such adversarial attacks.
Target to Source: Guidance-Based Diffusion Model for Test-Time Adaptation
However, 1) the semantic information loss from test data to the source domain and 2) the model shift between the source classifier and diffusion model would prevent the diffusion model from mapping the test data back to the source domain correctly.
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