Accurate Pouring with an Autonomous Robot Using an RGB-D Camera

10/08/2018
by   Chau Do, et al.
0

Robotic assistants in a home environment are expected to perform various complex tasks for their users. One particularly challenging task is pouring drinks into cups, which for successful completion, requires the detection and tracking of the liquid level during a pour to determine when to stop. In this paper, we present a novel approach to autonomous pouring that tracks the liquid level using an RGB-D camera and adapts the rate of pouring based on the liquid level feedback. We thoroughly evaluate our system on various types of liquids and under different conditions, conducting over 250 pours with a PR2 robot. The results demonstrate that our approach is able to pour liquids to a target height with an accuracy of a few millimeters.

READ FULL TEXT

page 2

page 6

research
05/04/2022

SDF-based RGB-D Camera Tracking in Neural Scene Representations

We consider the problem of tracking the 6D pose of a moving RGB-D camera...
research
09/19/2023

Autonomous Field-of-View Adjustment Using Adaptive Kinematic Constrained Control with Robot-Held Microscopic Camera Feedback

Robotic systems for manipulation in millimeter scale often use a camera ...
research
05/25/2021

Team NimbRo's UGV Solution for Autonomous Wall Building and Fire Fighting at MBZIRC 2020

Autonomous robotic systems for various applications including transport,...
research
08/02/2022

Autonomous Agriculture Robot for Smart Farming

This project aims to develop and demonstrate a ground robot with intelli...
research
01/19/2022

Robotic Irrigation Water Management: Estimating Soil Moisture Content by Feel and Appearance

In this paper we propose a robotic system for Irrigation Water Managemen...
research
02/29/2020

Robust Robotic Pouring using Audition and Haptics

Robust and accurate estimation of liquid height lies as an essential par...
research
03/18/2016

Learning to Navigate the Energy Landscape

In this paper, we present a novel and efficient architecture for address...

Please sign up or login with your details

Forgot password? Click here to reset