Latency Analysis on LVLM generation
8.1646Average Generation Time (s)w/o watermark
Evaluation Results
| Method | Links | |
|---|---|---|
| w/o watermarkModel=Llava-1.5, Tokens generated=2562026.01 | 8.1646 | |
| KGWModel=Llava-1.5, Tokens generated=2562026.01 | 8.2615 | |
| SWEETModel=Llava-1.5, Tokens generated=2562026.01 | 8.2917 | |
| DiPModel=Llava-1.5, Tokens generated=2562026.01 | 8.3464 | |
| UnbiasedModel=Llava-1.5, Tokens generated=2562026.01 | 8.3474 | |
| w/o watermarkModel=Qwen3-VL, Tokens generated=2562026.01 | 8.9892 | |
| VISA-MarkModel=Llava-1.5, Tokens generated=2562026.01 | 9.0387 | |
| UnbiasedModel=Qwen3-VL, Tokens generated=2562026.01 | 9.1576 | |
| KGWModel=Qwen3-VL, Tokens generated=2562026.01 | 9.1579 | |
| SWEETModel=Qwen3-VL, Tokens generated=2562026.01 | 9.1813 | |
| DiPModel=Qwen3-VL, Tokens generated=2562026.01 | 9.2829 | |
| VLAModel=Llava-1.5, Tokens generated=2562026.01 | 9.4673 | |
| VISA-MarkModel=Qwen3-VL, Tokens generated=2562026.01 | 10.4423 | |
| VLAModel=Qwen3-VL, Tokens generated=2562026.01 | 11.3296 |