Deep Affordance Foresight: Planning Through What Can Be Done in the Future

Danfei Xu,Ajay Mandlekar,Roberto Martín-Martín,Yuke Zhu,Silvio Savarese,Li Fei-Fei,Danfei Xu,Ajay Mandlekar,Roberto Martín-Martín,Yuke Zhu,Silvio Savarese,Li Fei-Fei

Planning in realistic environments requires searching in large planning spaces. Affordances are a powerful concept to simplify this search, because they model what actions can be successful in a given situation. However, the classical notion of affordance is not suitable for long horizon planning because it only informs the robot about the immediate outcome of actions instead of what actions are b...