Watermark Removal on MS-COCO
64.8BA Attack ResilienceWAW pipeline
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WAW pipelineVictim Watermark=Tree-Ring2026.05 | 64.8 | 53.3 | 66.2 | 28 | 62 | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=Tree-Ring2026.05 | 63.2 | — | — | 92.6 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=Tree-Ring2026.05 | 62.6 | — | — | 96 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=Tree-Ring2026.05 | 62.4 | — | — | 99.2 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=Tree-Ring2026.05 | 62.1 | — | — | 98.4 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=StegaSt2026.05 | 0.994 | — | — | 100 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=RoSteALS2026.05 | 0.9587 | — | — | 100 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=StegaSt2026.05 | 0.87 | — | — | 99.6 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=RoSteALS2026.05 | 0.868 | — | — | 100 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=RoSteALS2026.05 | 0.826 | — | — | 100 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=StegaSt2026.05 | 0.784 | — | — | 98.4 | — | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=RoSteALS2026.05 | 0.761 | — | — | 98.4 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=RoSteALS2026.05 | 0.749 | 0.994 | 0.504 | 99.2 | 0 | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=StegaSt2026.05 | 0.749 | — | — | 90.2 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=WAM2026.05 | 0.707 | 0.999 | 0.501 | 86.2 | 0 | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=Video Seal2026.05 | 0.697 | — | — | 93 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=WAM2026.05 | 0.612 | — | — | 47.8 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=StegaSt2026.05 | 0.592 | 0.998 | 0.509 | 22.2 | 0 | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=WAM2026.05 | 0.576 | — | — | 34.6 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=Video Seal2026.05 | 0.575 | — | — | 47.9 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=Stable Sig.2026.05 | 0.569 | — | — | 1.4 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=Stable Sig.2026.05 | 0.568 | — | — | 4.1 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=Stable Sig.2026.05 | 0.562 | — | — | 3.4 | — | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=Stable Sig.2026.05 | 0.562 | — | — | 4.2 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=Pixel Seal2026.05 | 0.554 | — | — | 31.2 | — | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=WAM2026.05 | 0.552 | — | — | 27.4 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=Video Seal2026.05 | 0.55 | — | — | 26 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=Pixel Seal2026.05 | 0.542 | — | — | 20.4 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=Stable Sig.2026.05 | 0.535 | 0.981 | 0.531 | 3.9 | 0 | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=Video Seal2026.05 | 0.533 | — | — | 11 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=Pixel Seal2026.05 | 0.524 | — | — | 8 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=Video Seal2026.05 | 0.52 | 0.998 | 0.503 | 4.6 | 3 | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=Pixel Seal2026.05 | 0.514 | 0.999 | 0.505 | 2.9 | 9 | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=Pixel Seal2026.05 | 0.512 | — | — | 2.8 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=WAM2026.05 | 0.501 | — | — | 1.4 | — | — | — | — | — | — | — | — | |
| WAW pipelineVictim Watermark=ZoDiac2026.05 | 0.33 | 0 | 0.53 | 46.4 | 18 | — | — | — | — | — | — | — | |
| Rinse 4×Diff 20Victim Watermark=ZoDiac2026.05 | 0.017 | — | — | 86.4 | — | — | — | — | — | — | — | — | |
| Regen-Diff 100Victim Watermark=ZoDiac2026.05 | 0.0035 | — | — | 98 | — | — | — | — | — | — | — | — | |
| Rinse 2×Diff 20Victim Watermark=ZoDiac2026.05 | 0.0033 | — | — | 97.8 | — | — | — | — | — | — | — | — | |
| RegenVAE 2Victim Watermark=ZoDiac2026.05 | 0.0018 | — | — | 99.4 | — | — | — | — | — | — | — | — | |
| DAWNTarget Watermarking Method=TREE-RING2025.10 | — | — | — | — | — | 16.12 | 0.67 | 0.45 | 0.99 | 0.69 | 0.99 | 77.4 | |
| DAWNTarget Watermarking Method=ZODIAC2025.10 | — | — | — | — | — | 16.93 | 0.54 | 0.56 | 0.95 | 0.7 | 0.99 | 94.4 | |
| DAWNTarget Watermarking Method=PRC-WATERMARK2025.10 | — | — | — | — | — | 28.24 | 0.56 | 0.56 | 0.99 | 0.77 | 0.99 | 65.6 | |
| DAWNTarget Watermarking Method=DWTDCT2025.10 | — | — | — | — | — | 28.23 | 0.52 | 0.5 | 0.99 | 0.75 | 0.99 | 99.8 | |
| DAWNTarget Watermarking Method=DWTDCTSVD2025.10 | — | — | — | — | — | 28.24 | 0.53 | 0.5 | 0.99 | 0.75 | 0.99 | 95.8 | |
| DAWNTarget Watermarking Method=RIVAGAN2025.10 | — | — | — | — | — | 28.23 | 0.53 | 0.51 | 0.99 | 0.75 | 0.99 | 100 | |
| DAWNTarget Watermarking Method=SSL2025.10 | — | — | — | — | — | 28.23 | 0.52 | 0.5 | 0.98 | 0.75 | 0.95 | 97 | |
| DAWNTarget Watermarking Method=WAM2025.10 | — | — | — | — | — | 28.2 | 0.51 | 0.57 | 0.82 | 0.78 | 0.86 | 81.2 | |
| DAWNTarget Watermarking Method=INVISMARK2025.10 | — | — | — | — | — | 28.21 | 0.52 | 0.52 | 0.9 | 0.72 | 0.85 | 90 | |
| DAWNTarget Watermarking Method=TRUSTMARK2025.10 | — | — | — | — | — | 28.22 | 0.52 | 0.52 | 0.81 | 0.71 | 0.84 | 98.8 |