Research map / Probabilistic and scientific modeling / Variational and generative sampling
Wavelet Score-Based Generative Modeling
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| model normalized wavelet coefficients conditionally per scale (WSGM) instead of vanilla SGM | score-based generative model · CelebA-HQ 128x128 | FID at 16 steps / sample quality | Helped |
| model normalized wavelet coefficients conditionally per scale (WSGM) instead of vanilla SGM | score-based generative model · CelebA-HQ 128x128 | steps to reach FID plateau: at least 2 orders of magnitude fewer steps | Helped |
| model normalized wavelet coefficients (WSGM) instead of vanilla SGM | score-based generative model · critical phi^4 and Gaussian multiscale fields | sampling error vs image size L | Helped |
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