Xiasi Wang

VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service

Vision-Language Models (VLMs) have demonstrated great potential in real-world applications. While existing research primarily focuses on improving their accuracy, the efficiency remains underexplored. Given the real-time demands of many applications and the high inference overhead of VLMs, efficienc…