Throughout this book, we have explored the fundamental components of visual commonsense reasoning through the lens of the FPICU framework—functionality, physics, intent, causality, and utility. This framework has guided our investigation of how both humans and machines understand and reason about the visual world, revealing the deep interconnections between physical understanding, social cognition, and abstract reasoning.

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The Current State and Challenges

  • Yixin Zhu,
  • Song-Chun Zhu

摘要

Throughout this book, we have explored the fundamental components of visual commonsense reasoning through the lens of the FPICU framework—functionality, physics, intent, causality, and utility. This framework has guided our investigation of how both humans and machines understand and reason about the visual world, revealing the deep interconnections between physical understanding, social cognition, and abstract reasoning.