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ResearchFormerly WizWand

Latency Analysis on LVLM generation

8.1646Average Generation Time (s)w/o watermark
8.0388.892559.747110.60165Jan 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
w/o watermarkModel=Llava-1.5, Tokens generated=2562026.018.1646
KGWModel=Llava-1.5, Tokens generated=2562026.018.2615
SWEETModel=Llava-1.5, Tokens generated=2562026.018.2917
DiPModel=Llava-1.5, Tokens generated=2562026.018.3464
UnbiasedModel=Llava-1.5, Tokens generated=2562026.018.3474
w/o watermarkModel=Qwen3-VL, Tokens generated=2562026.018.9892
VISA-MarkModel=Llava-1.5, Tokens generated=2562026.019.0387
UnbiasedModel=Qwen3-VL, Tokens generated=2562026.019.1576
KGWModel=Qwen3-VL, Tokens generated=2562026.019.1579
SWEETModel=Qwen3-VL, Tokens generated=2562026.019.1813
DiPModel=Qwen3-VL, Tokens generated=2562026.019.2829
VLAModel=Llava-1.5, Tokens generated=2562026.019.4673
VISA-MarkModel=Qwen3-VL, Tokens generated=2562026.0110.4423
VLAModel=Qwen3-VL, Tokens generated=2562026.0111.3296