To autonomously perform tasks, a robot should continually perceive the state of its environment, reason with task at hand, plan and execute appropriate actions. In this pipeline, perception is largely unsolved one more challenging problems. Common indoor environments typically pose two main problems: 1) inherent occlusions leading to unreliable observations objects, 2) presence involvement wide...