Multimodal Watermarking on AMBER
2.98PPLNW
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NWModel=Qwen2026.01 | 2.98 | — | — | 11.3 | |
| VLAModel=Qwen2026.01 | 3.03 | 78.45 | 93.8 | 12.15 | |
| VISA-MModel=Qwen2026.01 | 3.03 | 82.97 | 94.6 | 11.42 | |
| KGWModel=Qwen2026.01 | 3.06 | 81.35 | 93.85 | 11.96 | |
| DiPModel=Qwen2026.01 | 3.13 | 78.85 | 93.44 | 11.63 | |
| UnbiasedModel=Qwen2026.01 | 3.13 | 78.86 | 93.45 | 11.71 | |
| SWEETModel=Qwen2026.01 | 3.15 | 76.42 | 94.5 | 12.6 | |
| NWModel=LLaVA2026.01 | 5.6 | — | — | 18.09 | |
| VISA-MModel=LLaVA2026.01 | 5.91 | 95.51 | 92.92 | 17.25 | |
| VLAModel=LLaVA2026.01 | 6.04 | 88.54 | 92.8 | 18.8 | |
| KGWModel=LLaVA2026.01 | 6.08 | 95.39 | 92.74 | 18.03 | |
| SWEETModel=LLaVA2026.01 | 6.1 | 95.8 | 92.73 | 30.15 | |
| UnbiasedModel=LLaVA2026.01 | 6.36 | 86.41 | 92.86 | 18.75 | |
| DiPModel=LLaVA2026.01 | 6.38 | 87.48 | 92.82 | 18.61 |