Visual Perception Engine (VPEngine) is a modular framework for efficient GPU usage in robotic vision tasks, enabling parallel execution of multiple machine learning models. It uses a shared foundation model backbone and task-specific heads, achieving up to 3x speedup and efficient GPU utilization.