Table 4 Effect of loss function weighting on style transfer performance.
From: StyDiff: a refined style transfer method based on diffusion models
Experiment | SSIM \(\uparrow\) | GM \(\uparrow\) | LPIPS \(\downarrow\) |
---|---|---|---|
Baseline (\(\alpha = \beta = \gamma = \delta = 1.0\)) | 0.7923 | 18.25 | 0.07 |
Content focus (\(\alpha = 1.5, \beta = 0.7, \gamma = 0.5, \delta = 0.3\)) | 0.7981 | 18.27 | 0.06 |
Style focus (\(\alpha = 0.7, \beta = 1.5, \gamma = 0.5, \delta = 0.3\)) | 0.7554 | 17.94 | 0.09 |
Element focus (\(\alpha = 0.7, \beta = 0.7, \gamma = 1.5, \delta = 0.3\)) | 0.7867 | 18.53 | 0.06 |
Diffusion focus (\(\alpha = 0.7, \beta = 0.5, \gamma = 0.7, \delta = 1.5\)) | 0.7832 | 18.90 | 0.05 |