notesum.ai
Published at November 6ROBIN: Robust and Invisible Watermarks for Diffusion Models with Adversarial Optimization
cs.CV
cs.AI
cs.CR
Released Date: November 6, 2024
Authors: Huayang Huang1, Yu Wu1, Qian Wang2
Aff.: 1School of Computer Science, Wuhan University; 2School of Cyber Science and Engineering, Wuhan University

| Method | Clean | Blur | Noise | JPEG | Bright | Rotation | Crop | Avg | Time | |
|---|---|---|---|---|---|---|---|---|---|---|
| Post- processing | DwtDct [4] | 0.974 | 0.503 | 0.293 | 0.492 | 0.519 | 0.596 | 0.640 | 0.574 | 0.056s |
| DwtDctSvd [26] | 1.000 | 0.979 | 0.706 | 0.753 | 0.517 | 0.431 | 0.511 | 0.702 | 0.233s | |
| RivaGAN [52] | 0.999 | 0.974 | 0.888 | 0.981 | 0.963 | 0.173 | 0.999 | 0.854 | 0.437s | |
| In- processing | StableSig [14] | 1.000 | 0.565 | 0.731 | 0.989 | 0.976 | 0.658 | 1.000 | 0.845 | 0.112s |
| Tree-Ring [44] | 1.000 | 0.999 | 0.944 | 0.999 | 0.983 | 0.935 | 0.961 | 0.975 | 2.599s | |
| ROBIN | 1.000 | 0.999 | 0.954 | 0.999 | 0.975 | 0.957 | 0.994 | 0.983 | 0.531s | |