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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…

Robotics · Computer Science 2018-10-09 Chau Do , Wolfram Burgard

Liquid state estimation is important for robotics tasks such as pouring; however, estimating the state of transparent liquids is a challenging problem. We propose a novel segmentation pipeline that can segment transparent liquids such as…

Robotics · Computer Science 2022-03-04 Gautham Narayan Narasimhan , Kai Zhang , Ben Eisner , Xingyu Lin , David Held

Liquid perception is critical for robotic pouring tasks. It usually requires the robust visual detection of flowing liquid. However, while recent works have shown promising results in liquid perception, they typically require labeled data…

Robotics · Computer Science 2023-07-24 Haitao Lin , Yanwei Fu , Xiangyang Xue

Pouring is the second most frequently executed motion in cooking scenarios. In this work, we present our system of accurate pouring that generates the angular velocities of the source container using recurrent neural networks. We collected…

Robotics · Computer Science 2019-07-01 Yongqiang Huang , Yu Sun

Pouring a specific amount of liquid is a challenging task. In this paper we develop methods for robots to use visual feedback to perform closed-loop control for pouring liquids. We propose both a model-based and a model-free method…

Robotics · Computer Science 2017-02-28 Connor Schenck , Dieter Fox

Pouring is one of the most commonly executed tasks in humans' daily lives, whose accuracy is affected by multiple factors, including the type of material to be poured and the geometry of the source and receiving containers. In this work, we…

Robotics · Computer Science 2020-11-23 Yongqiang Huang , Juan Wilches , Yu Sun

As service robots begin to be deployed to assist humans, it is important for them to be able to perform a skill as ubiquitous as pouring. Specifically, we focus on the task of pouring an exact amount of water without any environmental…

Robotics · Computer Science 2023-10-31 Pedro Piacenza , Daewon Lee , Volkan Isler

Laboratory processes involving small volumes of solutions and active ingredients are often performed manually due to challenges in automation, such as high initial costs, semi-structured environments and protocol variability. In this work,…

Robotics · Computer Science 2024-10-27 Daniel Schober , Ronja Güldenring , James Love , Lazaros Nalpantidis

Open containers, i.e., containers without covers, are an important and ubiquitous class of objects in human life. In this letter, we propose a novel method for robots to "imagine" the open containability affordance of a previously unseen…

Robotics · Computer Science 2021-02-26 Hongtao Wu , Gregory S. Chirikjian

Cooking robots have long been desired by the commercial market, while the technical challenge is still significant. A major difficulty comes from the demand of perceiving and handling liquid with different properties. This paper presents a…

Robotics · Computer Science 2024-07-03 Xinyuan Luo , Shengmiao Jin , Hung-Jui Huang , Wenzhen Yuan

The growing demand for innovative research in the food industry is driving the adoption of robots in large-scale experimentation, as it offers increased precision, replicability, and efficiency in product manufacturing and evaluation. To…

Robotics · Computer Science 2025-04-18 Emilia Szymanska , Josie Hughes

To accurately pour drinks into various containers is an essential skill for service robots. However, drink pouring is a dynamic process and difficult to model. Traditional deep imitation learning techniques for implementing autonomous…

Robotics · Computer Science 2021-05-18 Dandan Zhang , Yu Zheng , Qiang Li , Lei Wei , Dongsheng Zhang , Zhengyou Zhang

Transparent liquid manipulation in robotic pouring remains challenging for perception systems: specular/refraction effects and lighting variability degrade visual cues, undermining reliable level estimation. To address this challenge, we…

Signal Processing · Electrical Eng. & Systems 2026-02-12 Hongyu Deng , He Chen

Manipulating liquid is widely required for many tasks, especially in cooking. A common way to address this is extruding viscous liquid from a squeeze bottle. In this work, our goal is to create a sauce plating robot, which requires precise…

Robotics · Computer Science 2023-11-22 Hung-Jui Huang , Jingyi Xiang , Wenzhen Yuan

Humans have the amazing ability to perform very subtle manipulation task using a closed-loop control system with imprecise mechanics (i.e., our body parts) but rich sensory information (e.g., vision, tactile, etc.). In the closed-loop…

Computer Vision and Pattern Recognition · Computer Science 2018-08-07 Tz-Ying Wu , Juan-Ting Lin , Tsun-Hsuang Wang , Chan-Wei Hu , Juan Carlos Niebles , Min Sun

This paper presents a system integration approach for a 6-DoF (Degree of Freedom) collaborative robot to operate a pipette for liquid dispensing. Its technical development is threefold. First, we designed an end-effector for holding and…

Robotics · Computer Science 2022-07-05 Junbo Zhang , Weiwei Wan , Nobuyuki Tanaka , Miki Fujita , Kensuke Harada

Liquids are an important part of many common manipulation tasks in human environments. If we wish to have robots that can accomplish these types of tasks, they must be able to interact with liquids in an intelligent manner. In this paper,…

Robotics · Computer Science 2017-09-26 Conor Schenck , Dieter Fox

Robotic pollinators not only can aid farmers by providing more cost effective and stable methods for pollinating plants but also benefit crop production in environments not suitable for bees such as greenhouses, growth chambers, and in…

In-pipe robots are promising solutions for condition assessment, leak detection, water quality monitoring in a variety of other tasks in pipeline networks. Smart navigation is an extremely challenging task for these robots as a result of…

Robotics · Computer Science 2021-12-03 Saber Kazeminasab , Vahid Janfaza , Moein Razavi , M. Katherine Banks

Liquids and granular media are pervasive throughout human environments, yet remain particularly challenging for robots to sense and manipulate precisely. In this work, we present a systematic approach at integrating capacitive sensing…

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