A Goal-Oriented Approach for Active Object Detection with Exploration-Exploitation Balance
This research proposes a Dual Control for Exploration and Exploitation (DCEE) algorithm to guide a robot camera toward identifying objects in unknown environments. It balances using existing knowledge (exploitation) with searching for new information (exploration) by using uncertainty estimation within the camera's control cost function. The method outperforms other techniques by naturally integrating both objectives.