Watermark Extraction on DiffusionDB (test)
1Clean Success RateDwtDctSvd
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DwtDctSvdSetup=Fine-tuned via typical joint optimization2026.02 | 1 | 0.9 | 0.95 | 0.99 | 0.58 | 0.53 | 0.58 | 0.59 | — | 0.62 | 0.72 | |
| DADWSetup=Fine-tuned via typical joint optimization2026.02 | 1 | 0.81 | 0.88 | 1 | 0.96 | 0.57 | 0.53 | 0.53 | 0.51 | 0.57 | 0.72 | |
| EditGuardSetup=Degrade version2026.02 | 1 | 0.8 | 0.74 | 0.94 | 0.93 | 0.6 | 0.55 | 0.56 | 0.51 | 0.7 | 0.72 | |
| VINESetup=Robust version2026.02 | 1 | 0.95 | 0.91 | 0.91 | 0.94 | 0.75 | 0.76 | 0.76 | 0.53 | 0.78 | 0.73 | |
| AdvMarkSetup=Stage 1 and 2 optimization2026.02 | 1 | 0.98 | 1 | 1 | 1 | 0.83 | 0.85 | 0.85 | 0.96 | 1 | 0.74 | |
| PIMoGSetup=Fine-tuned via typical joint optimization2026.02 | 0.92 | 0.84 | 0.9 | 1 | 0.97 | 0.66 | 0.62 | 0.62 | 0.73 | 0.82 | 0.72 | |
| MBRSSetup=Fine-tuned via typical joint optimization2026.02 | 0.91 | 0.98 | 1 | 1 | 1 | 0.72 | 0.69 | 0.69 | 0.8 | 1 | 0.73 | |
| StegaStampSetup=Fine-tuned via typical joint optimization2026.02 | 0.91 | 0.95 | 0.96 | 0.91 | 0.76 | 0.79 | 0.72 | 0.72 | 0.78 | 0.59 | 0.72 | |
| Stable SignatureSetup=Fine-tuned via typical joint optimization2026.02 | 0.88 | 0.72 | 0.83 | 0.86 | 0.9 | 0.66 | 0.64 | 0.64 | 0.76 | 0.82 | 0.71 | |
| HiDDeNSetup=Fine-tuned via typical joint optimization2026.02 | 0.86 | 0.7 | 0.72 | 0.85 | 0.84 | 0.64 | 0.56 | 0.57 | 0.55 | 0.65 | 0.73 |