Object Interaction Requires Context, Not Just Labels

Object manipulation is another common failure point in robotics training. Knowing what an object is does not explain how humans interact with it. Video data captures approach, grasp, adjustment, and release, including failed attempts and corrections.

Training models on real-world task execution helps systems understand sequences rather than single actions, which is essential for applications in logistics, manufacturing, healthcare, and service robotics.