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LMM Inference Efficiency on 8x RTX 4090 GPUs

1.93FLOPs (T)LLaVA-FA-2B
1.88922.16462.442.7154Jan 28, 2026

Evaluation results

MethodLinks
LLaVA-FA-2B#I (Number of image tokens)=5762026.011.9330.6
DeepSeek-VL-1.3B#I (Number of image tokens)=5762026.012.0135.1
Imp-2B#I (Number of image tokens)=5762026.012.1436.2
MoE-LLaVA-2B#I (Number of image tokens)=5762026.012.4839.3
Bunny-2B#I (Number of image tokens)=5762026.012.8140.1
Mini-Gemini-2B#I (Number of image tokens)=5762026.012.9541.5