VisionX: Helping Machines Understand the World and Plan Action

VisionX aims not merely to detect objects, but to encode world states, predict futures in representation space, and generate executable action plans.

Physical representation captures contact and constraints; semantic representation captures intent; scene and affect representation keep interaction closer to human environments.

Once prediction and planning form a loop, arms, mobile robots, and service robots can act more reliably in complex settings.