Personalized Image Generation Protection on CelebA-HQ
1FDSRMist
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MistFine-tuning scenario=Textual Inversion2026.07 | 1 | 0.212 | 0.432 | 185.7 | |
| ASPLFine-tuning scenario=Textual Inversion2026.07 | 1 | 0.178 | 0.535 | 152.9 | |
| SimACFine-tuning scenario=Textual Inversion2026.07 | 1 | 0.234 | 0.415 | 148.1 | |
| CleanPrompt=a photo of sks person2026.07 | 1 | 0.498 | 0.599 | 112.3 | |
| CleanFine-tuning scenario=Textual Inversion2026.07 | 0.969 | 0.258 | 0.914 | 140.8 | |
| CAATFine-tuning scenario=Textual Inversion2026.07 | 0.969 | 0.172 | 0.543 | 191.5 | |
| SimACFine-tuning scenario=Custom Diffusion2026.07 | 0.969 | 0.364 | 0.48 | 202 | |
| MistPrompt=a photo of sks person2026.07 | 0.969 | 0.375 | 0.191 | 281.2 | |
| HAAFine-tuning scenario=Textual Inversion2026.07 | 0.938 | 0.194 | 0.03 | 213.5 | |
| CleanFine-tuning scenario=Custom Diffusion2026.07 | 0.938 | 0.437 | 0.567 | 120 | |
| ASPLFine-tuning scenario=Custom Diffusion2026.07 | 0.938 | 0.319 | 0.315 | 271.2 | |
| CleanFine-tuning scenario=SVDiff2026.07 | 0.914 | 0.335 | 0.538 | 149.2 | |
| MistFine-tuning scenario=Custom Diffusion2026.07 | 0.906 | 0.33 | 0.173 | 194.8 | |
| MistFine-tuning scenario=SVDiff2026.07 | 0.875 | 0.202 | 0.274 | 212.9 | |
| CAATFine-tuning scenario=Custom Diffusion2026.07 | 0.875 | 0.308 | 0.177 | 271.3 | |
| CleanPrompt=a dslr portrait of sks person2026.07 | 0.859 | 0.346 | 0.706 | 175.1 | |
| MistPrompt=a dslr portrait of sks person2026.07 | 0.859 | 0.308 | 0.249 | 271 | |
| CAATPrompt=a photo of sks person2026.07 | 0.813 | 0.339 | 0.326 | 271.7 | |
| SimACFine-tuning scenario=SVDiff2026.07 | 0.789 | 0.205 | 0.095 | 289.6 | |
| HAAFine-tuning scenario=Custom Diffusion2026.07 | 0.781 | 0.254 | 0.152 | 275.4 | |
| CAATPrompt=a dslr portrait of sks person2026.07 | 0.766 | 0.26 | 0.236 | 251.8 | |
| ASPLPrompt=a photo of sks person2026.07 | 0.75 | 0.332 | 0.006 | 359.5 | |
| MistPrompt=a photo of sks person looking at the mirror2026.07 | 0.695 | 0.257 | -0.289 | 287 | |
| CAATFine-tuning scenario=SVDiff2026.07 | 0.688 | 0.199 | 0.121 | 337.4 | |
| CleanPrompt=a photo of sks person looking at the mirror2026.07 | 0.672 | 0.276 | 0.022 | 232.9 | |
| ASPLPrompt=a dslr portrait of sks person2026.07 | 0.656 | 0.251 | -0.183 | 384 | |
| CleanPrompt=a close-up photo of sks person, high details2026.07 | 0.625 | 0.276 | 0.281 | 200.8 | |
| CAATPrompt=a photo of sks person looking at the mirror2026.07 | 0.602 | 0.171 | -0.545 | 316.1 | |
| MistPrompt=a close-up photo of sks person, high details2026.07 | 0.594 | 0.268 | -0.128 | 268.4 | |
| SimACPrompt=a photo of sks person looking at the mirror2026.07 | 0.562 | 0.156 | -0.773 | 405.6 | |
| GoodACPrompt=a photo of sks person looking at the mirror2026.07 | 0.531 | 0.128 | -1.192 | 455.9 | |
| ASPLPrompt=a photo of sks person looking at the mirror2026.07 | 0.523 | 0.157 | -0.854 | 422.4 | |
| ASPLFine-tuning scenario=SVDiff2026.07 | 0.516 | 0.168 | 0.103 | 388.3 | |
| CAATPrompt=a close-up photo of sks person, high details2026.07 | 0.51 | 0.177 | -0.419 | 305.9 | |
| SimACPrompt=a dslr portrait of sks person2026.07 | 0.5 | 0.239 | -0.202 | 369 | |
| HAAFine-tuning scenario=SVDiff2026.07 | 0.492 | 0.133 | 0.002 | 401.2 | |
| SimACPrompt=a photo of sks person2026.07 | 0.438 | 0.321 | -0.188 | 388.9 | |
| ASPLPrompt=a close-up photo of sks person, high details2026.07 | 0.438 | 0.167 | -0.882 | 433.3 | |
| GoodACPrompt=a photo of sks person2026.07 | 0.375 | 0.192 | -0.278 | 421.1 | |
| GoodACPrompt=a dslr portrait of sks person2026.07 | 0.375 | 0.196 | -0.575 | 435.5 | |
| SimACPrompt=a close-up photo of sks person, high details2026.07 | 0.333 | 0.162 | -0.779 | 401.7 | |
| HAAPrompt=a photo of sks person looking at the mirror2026.07 | 0.289 | 0.085 | -1.296 | 473.5 | |
| HAAPrompt=a photo of sks person2026.07 | 0.281 | 0.117 | -0.894 | 471.1 | |
| HAAPrompt=a dslr portrait of sks person2026.07 | 0.266 | 0.115 | -0.861 | 461.4 | |
| GoodACPrompt=a close-up photo of sks person, high details2026.07 | 0.219 | 0.112 | -1.276 | 462.1 | |
| HAAPrompt=a close-up photo of sks person, high details2026.07 | 0.177 | 0.077 | -1.334 | 476 |