Watermark Detection on Stable Diffusion-Prompts (SDP) 350 watermarked images
100TPR@1%FPRZoDiac
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZoDiacScheduler=DDIM, Attack Type=Regeneration2026.02 | 100 | 93.8 | |
| TreeR.Scheduler=DDIM, Attack Type=Regeneration2026.02 | 100 | 86.8 | |
| G.S.Scheduler=DDIM, Attack Type=Regeneration2026.02 | 100 | 97.8 | |
| G.S.Scheduler=DDIM, Attack Type=Rinse-2X2026.02 | 100 | 89.8 | |
| G.S.Scheduler=DDIM, Attack Type=Rinse-4X2026.02 | 100 | 84.5 | |
| ALIEN-QScheduler=DDIM, Attack Type=Regeneration2026.02 | 100 | 84.8 | |
| ALIEN-RScheduler=DDIM, Attack Type=Regeneration2026.02 | 100 | 99.9 | |
| ALIEN-RScheduler=DDIM, Attack Type=Rinse-2X2026.02 | 100 | 90.8 | |
| ALIEN-RScheduler=DDIM, Attack Type=Rinse-4X2026.02 | 100 | 82.9 | |
| G.S.Scheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 100 | 94.3 | |
| G.S.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 100 | 95.3 | |
| G.S.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 100 | 92.6 | |
| ROBINScheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 100 | — | |
| ALIEN-QScheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 100 | 93.5 | |
| ALIEN-QScheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 100 | 89.8 | |
| ALIEN-RScheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 100 | 99.9 | |
| ALIEN-RScheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 100 | 98.9 | |
| ALIEN-RScheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 100 | 96.7 | |
| G.S.Scheduler=Euler a, Attack Type=Regeneration2026.02 | 100 | 94.6 | |
| G.S.Scheduler=Euler a, Attack Type=Rinse-2X2026.02 | 100 | 84.7 | |
| ALIEN-QScheduler=Euler a, Attack Type=Regeneration2026.02 | 100 | 86.6 | |
| ALIEN-RScheduler=Euler a, Attack Type=Regeneration2026.02 | 100 | 98.8 | |
| ALIEN-RScheduler=Euler a, Attack Type=Rinse-2X2026.02 | 100 | 90.8 | |
| G.S.Scheduler=DPM2 a, Attack Type=Regeneration2026.02 | 100 | 92.3 | |
| G.S.Scheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 100 | 85.8 | |
| ALIEN-QScheduler=DPM2 a, Attack Type=Regeneration2026.02 | 100 | 85.7 | |
| ALIEN-RScheduler=DPM2 a, Attack Type=Regeneration2026.02 | 100 | 98.9 | |
| ALIEN-RScheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 100 | 87.8 | |
| ROBINScheduler=Euler a, Attack Type=Regeneration2026.02 | 98 | — | |
| StegaS.Scheduler=DDIM, Attack Type=Regeneration2026.02 | 95.7 | 69.2 | |
| AquaL.Scheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 94.2 | 87.9 | |
| ALIEN-QScheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 94.2 | 84.2 | |
| TreeR.Scheduler=Euler a, Attack Type=Regeneration2026.02 | 94.1 | 82.1 | |
| TreeR.Scheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 91.8 | 85.5 | |
| G.S.Scheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 91.5 | 71.1 | |
| TreeR.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 90.5 | 82.4 | |
| G.S.Scheduler=Euler a, Attack Type=Rinse-4X2026.02 | 90.5 | 69.5 | |
| ALIEN-RScheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 87.5 | 74.2 | |
| ALIEN-QScheduler=DDIM, Attack Type=Rinse-2X2026.02 | 86.5 | 75.2 | |
| TreeR.Scheduler=DDIM, Attack Type=Rinse-2X2026.02 | 86.1 | 72.4 | |
| AquaL.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 85.8 | 83.3 | |
| TreeR.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 85.1 | 75.3 | |
| TreeR.Scheduler=DPM2 a, Attack Type=Regeneration2026.02 | 75.5 | 64.7 | |
| AquaL.Scheduler=DDIM, Attack Type=Regeneration2026.02 | 74.2 | 75.7 | |
| ROBINScheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 72.8 | — | |
| ALIEN-RScheduler=Euler a, Attack Type=Rinse-4X2026.02 | 72.7 | 73.1 | |
| ROBINScheduler=Euler a, Attack Type=Rinse-2X2026.02 | 70.5 | — | |
| TreeR.Scheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 65.6 | 53.1 | |
| ZoDiacScheduler=DPM2 a, Attack Type=Regeneration2026.02 | 65 | 83.3 | |
| ROBINScheduler=DDIM, Attack Type=Regeneration2026.02 | 63.8 | — | |
| ALIEN-QScheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 63.6 | 67.3 | |
| StegaS.Scheduler=Euler a, Attack Type=Regeneration2026.02 | 63.1 | 62.4 | |
| StegaS.Scheduler=DPM2 a, Attack Type=Regeneration2026.02 | 59.1 | 61.5 | |
| ZoDiacScheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 58.5 | 69.3 | |
| ALIEN-QScheduler=Euler a, Attack Type=Rinse-2X2026.02 | 58.1 | 66.1 | |
| StegaS.Scheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 57.5 | 63.6 | |
| TreeR.Scheduler=Euler a, Attack Type=Rinse-2X2026.02 | 51.2 | 44.9 | |
| TreeR.Scheduler=DDIM, Attack Type=Rinse-4X2026.02 | 48.9 | 40.8 | |
| AquaL.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 48.6 | 69.6 | |
| ROBINScheduler=Euler a, Attack Type=Rinse-4X2026.02 | 48.6 | — | |
| ZoDiacScheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 43.1 | 67 | |
| TreeR.Scheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 42.7 | 32.6 | |
| AquaL.Scheduler=DPM2 a, Attack Type=Regeneration2026.02 | 37.1 | 67.9 | |
| StegaS.Scheduler=DDIM, Attack Type=Rinse-2X2026.02 | 34.7 | 57.8 | |
| ALIEN-QScheduler=DDIM, Attack Type=Rinse-4X2026.02 | 34.2 | 61.8 | |
| ZoDiacScheduler=Euler a, Attack Type=Regeneration2026.02 | 31.5 | 64.3 | |
| TreeR.Scheduler=Euler a, Attack Type=Rinse-4X2026.02 | 30.6 | 27.7 | |
| ZoDiacScheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 28.1 | 57.2 | |
| ROBINScheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 27.5 | — | |
| ZoDiacScheduler=Euler a, Attack Type=Rinse-2X2026.02 | 25 | 64.3 | |
| ROBINScheduler=DDIM, Attack Type=Rinse-2X2026.02 | 24.2 | — | |
| AquaL.Scheduler=Euler a, Attack Type=Regeneration2026.02 | 22.5 | 66.3 | |
| ZoDiacScheduler=Euler a, Attack Type=Rinse-4X2026.02 | 21 | 62.8 | |
| StegaS.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 18.2 | 56.2 | |
| StegaS.Scheduler=Euler a, Attack Type=Rinse-2X2026.02 | 18 | 54.2 | |
| ALIEN-QScheduler=Euler a, Attack Type=Rinse-4X2026.02 | 16.3 | 56.3 | |
| ROBINScheduler=DDIM, Attack Type=Rinse-4X2026.02 | 15.3 | — | |
| ZoDiacScheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 15.2 | 52 | |
| AquaL.Scheduler=DDIM, Attack Type=Rinse-2X2026.02 | 14.5 | 62.7 | |
| ZoDiacScheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 12.5 | 56.2 | |
| ALIEN-QScheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 12.4 | 58.1 | |
| StegaS.Scheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 12 | 55.6 | |
| ROBINScheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 10.5 | — | |
| ZoDiacScheduler=DDIM, Attack Type=Rinse-2X2026.02 | 10.4 | 74.3 | |
| StegaS.Scheduler=DDIM, Attack Type=Rinse-4X2026.02 | 10.2 | 53.1 | |
| ROBINScheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 10 | — | |
| AquaL.Scheduler=DPM2 a, Attack Type=Rinse-2X2026.02 | 8.6 | 60.4 | |
| AquaL.Scheduler=Euler a, Attack Type=Rinse-2X2026.02 | 7.8 | 61.8 | |
| ROBINScheduler=DPM2 a, Attack Type=Regeneration2026.02 | 7.5 | — | |
| ZoDiacScheduler=DDIM, Attack Type=Rinse-4X2026.02 | 3.2 | 52.7 | |
| AquaL.Scheduler=DPM2 a, Attack Type=Rinse-4X2026.02 | 2.9 | 53.6 | |
| AquaL.Scheduler=DDIM, Attack Type=Rinse-4X2026.02 | 0 | 57.3 | |
| StableS.Scheduler=DDIM, Attack Type=Regeneration2026.02 | 0 | 49.6 | |
| StableS.Scheduler=DDIM, Attack Type=Rinse-2X2026.02 | 0 | 47.7 | |
| StableS.Scheduler=DDIM, Attack Type=Rinse-4X2026.02 | 0 | 52.1 | |
| StegaS.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 0 | 50.2 | |
| StableS.Scheduler=DPM++ 2M SDE, Attack Type=Regeneration2026.02 | 0 | 51.2 | |
| StableS.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-2X2026.02 | 0 | 51.2 | |
| StableS.Scheduler=DPM++ 2M SDE, Attack Type=Rinse-4X2026.02 | 0 | 51 | |
| StegaS.Scheduler=Euler a, Attack Type=Rinse-4X2026.02 | 0 | 51.3 |