To address memorization in text-to-impression diffusion designs, we propose CAPTAIN, a teaching-free of charge framework that steers the denoising trajectory towards non-memorized outputs by injecting features immediately into the latent denoising process with frequency decomposed noise initialization.
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The entire pipeline calls for roughly 3 seconds for every picture, preserving simple inference pace. A runtime comparison with baseline strategies is delivered from the supplementary content.
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The perceptual uniqueness rating is defined because the minimal normalized Hamming length among πjpi_ j and these LAION hashes:
In lieu of manipulating CFG or perturbing prompt embeddings to regulate generation, we guideline the denoising trajectory far from memorized outputs by immediately modifying latent attributes. The contributions are as follows:
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