2019

Language-Conditioned Graph Networks for Relational Reasoning

Hu, Ronghang, Rohrbach, Anna, Darrell, Trevor et al.

Understand

Solving grounded language tasks often requires reasoning about relationships between objects in the context of a given task.

  • For example, to answer the question "What color is the mug on the plate?" we must check the color of the specific mug that satisfies the "on" relationship with respect to the plate.
  • Recent work has proposed various methods capable of complex relational reasoning.
  • However, most of their power is in the inference structure, while the scene is represented with simple local appearance features.

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