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Multimodal Large Language Model Inference on Qwen2VL-7B FP16 (inference)

7.13Power Consumption (W)SpikeMLLM (Proposed accelerator)
0.055247.810195.565143.3199Apr 13, 2026

Evaluation results

MethodLinks
SpikeMLLM (Proposed accelerator)System=SpikeMLLM (Proposed accelerator), Batch size=1, Configuration=QuaRot+MSTS+TC-LIF, Technology=SMIC 28nm2026.047.13393.7
Qwen2VL-7B-FP16 (NVIDIA A800)System=NVIDIA A800, Batch size=1, Precision=FP162026.0418443.5