Watermarking on DiffusionDB
100TPR @ 1% FPR (None)Tree-Ring
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Tree-RingBit number=1 bit2024.10 | 100 | — | — | — | — | — | — | — | — | — | — | 100 | 100 | 99.8 | 97.9 | 91.8 | 99.1 | 99.5 | 99.8 | 98.9 | — | — | — | |
| FreqMarkBit number=48 bits2024.10 | 100 | — | — | — | — | — | — | — | — | — | — | 100 | 100 | 100 | 100 | 98.6 | 98.9 | 97.5 | 100 | 99.4 | — | — | — | |
| RegenVAE 2Victim Method=RoSteALS2026.05 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | — | |
| Rinse 2×Diff 20Victim Method=RoSteALS2026.05 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.869 | — | |
| RegenVAE 2Victim Method=StegaSt2026.05 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.996 | — | |
| Rinse 2×Diff 20Victim Method=StegaSt2026.05 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.841 | — | |
| Regen-Diff 100Victim Method=RoSteALS2026.05 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.836 | — | |
| Regen-Diff 100Victim Method=StegaSt2026.05 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.754 | — | |
| Our AttackVictim Method=RoSteALS2026.05 | 98 | 0.995 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.504 | 0.749 | 0 | |
| Regen-Diff 100Victim Method=Tree-Ring2026.05 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.4 | — | |
| Rinse 2×Diff 20Victim Method=Tree-Ring2026.05 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.2 | — | |
| Rinse 4×Diff 20Victim Method=RoSteALS2026.05 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.754 | — | |
| RegenVAE 2Victim Method=ZoDiac2026.05 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.0056 | — | |
| Rinse 2×Diff 20Victim Method=ZoDiac2026.05 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.0083 | — | |
| RegenVAE 2Victim Method=Tree-Ring2026.05 | 93.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.2 | — | |
| RegenVAE 2Victim Method=Video Seal2026.05 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.68 | — | |
| Regen-Diff 100Victim Method=ZoDiac2026.05 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.01 | — | |
| Rinse 4×Diff 20Victim Method=Tree-Ring2026.05 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.1 | — | |
| Rinse 4×Diff 20Victim Method=StegaSt2026.05 | 87.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.715 | — | |
| Our AttackVictim Method=WAM2026.05 | 87.4 | 0.998 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.5 | 0.693 | 1 | |
| Rinse 4×Diff 20Victim Method=ZoDiac2026.05 | 77.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.039 | — | |
| Our AttackVictim Method=Tree-Ring2026.05 | 37 | 53.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.4 | 64.4 | 60 | |
| Rinse 2×Diff 20Victim Method=WAM2026.05 | 36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.55 | — | |
| Rinse 4×Diff 20Victim Method=WAM2026.05 | 36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.519 | — | |
| Regen-Diff 100Victim Method=WAM2026.05 | 30.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.528 | — | |
| Our AttackVictim Method=ZoDiac2026.05 | 29.4 | 1.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.1 | 5.3 | 8 | |
| Our AttackVictim Method=StegaSt2026.05 | 21.8 | 0.997 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.509 | 0.581 | 0 | |
| RegenVAE 2Victim Method=Pixel Seal2026.05 | 18.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.534 | — | |
| RegenVAE 2Victim Method=WAM2026.05 | 18.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.5 | — | |
| Rinse 2×Diff 20Victim Method=Video Seal2026.05 | 16.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.554 | — | |
| Regen-Diff 100Victim Method=Video Seal2026.05 | 9.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.521 | — | |
| Rinse 2×Diff 20Victim Method=Stable Sig.2026.05 | 4.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.577 | — | |
| Regen-Diff 100Victim Method=Stable Sig.2026.05 | 4.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.571 | — | |
| Rinse 2×Diff 20Victim Method=Pixel Seal2026.05 | 4.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.518 | — | |
| Rinse 4×Diff 20Victim Method=Stable Sig.2026.05 | 3.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.508 | — | |
| Rinse 4×Diff 20Victim Method=Video Seal2026.05 | 2.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.512 | — | |
| Our AttackVictim Method=Stable Sig.2026.05 | 1.4 | 0.985 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.527 | 0.532 | 0 | |
| Regen-Diff 100Victim Method=Pixel Seal2026.05 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.51 | — | |
| Rinse 4×Diff 20Victim Method=Pixel Seal2026.05 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.506 | — | |
| RegenVAE 2Victim Method=Stable Sig.2026.05 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.57 | — | |
| Our AttackVictim Method=Pixel Seal2026.05 | 0.8 | 0.999 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.504 | 0.503 | 2 | |
| Our AttackVictim Method=Video Seal2026.05 | 0.8 | 0.999 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.5 | 0.503 | 0 | |
| FreqMarkBit number=100 bits2024.10 | — | 100 | 100 | 99.9 | 99.9 | 99.8 | 98.9 | 97.6 | 93.4 | 93.3 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StegaStampBit number=100 bits, PSNR=282024.10 | — | 99.9 | 99.9 | 99.8 | 99.4 | 99.7 | 99.1 | 98.1 | 98.4 | 85.7 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — |