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Computer vision seeks to infer a wide range of information about objects and events. However, vision systems based on conventional imaging are limited to extracting information only from the visible surfaces of scene objects. For instance,…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Matan Kichler , Shai Bagon , Mark Sheinin

Solid particles, such as rice and coffee beans, are commonly stored in containers and are ubiquitous in our daily lives. Understanding those particles' properties could help us make later decisions or perform later manipulation tasks such…

机器人学 · 计算机科学 2023-07-31 Xiaofeng Guo , Hung-Jui Huang , Wenzhen Yuan

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,…

机器人学 · 计算机科学 2024-10-27 Daniel Schober , Ronja Güldenring , James Love , Lazaros Nalpantidis

Estimating the geometric and volumetric properties of transparent deformable liquids is challenging due to optical complexities and dynamic surface deformations induced by container movements. Autonomous robots performing precise liquid…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Ke Ma , Yizhou Fang , Jean-Baptiste Weibel , Shuai Tan , Xinggang Wang , Yang Xiao , Yi Fang , Tian Xia

We consider the practicalities of defining, simulating, and characterizing "Liquids" from a pedagogical standpoint based on atomistic computer simulations. For simplicity and clarity we study two-dimensional systems throughout. In addition…

Certain spatial distributions of water inside partially filled containers can significantly reduce the bounce of the container. In experiments with containers filled to a volume fraction $\phi$, we show that rotation offers control and high…

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,…

机器人学 · 计算机科学 2017-09-26 Conor Schenck , Dieter Fox

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…

机器人学 · 计算机科学 2017-02-28 Connor Schenck , Dieter Fox

Humans can easily describe, imagine, and, crucially, predict a wide variety of behaviors of liquids--splashing, squirting, gushing, sloshing, soaking, dripping, draining, trickling, pooling, and pouring--despite tremendous variability in…

人工智能 · 计算机科学 2020-07-01 Christopher J. Bates , Ilker Yildirim , Joshua B. Tenenbaum , Peter Battaglia

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…

机器人学 · 计算机科学 2021-02-26 Hongtao Wu , Gregory S. Chirikjian

With the growing emphasis on the development and integration of service robots within household environments, we will need to endow robots with the ability to reliably pour a variety of liquids. However, liquid handling and pouring is a…

机器人学 · 计算机科学 2023-09-20 Feiya Zhu , Shuo Hu , Letian Leng , Alison Bartsch , Abraham George , Amir Barati Farimani

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…

计算机视觉与模式识别 · 计算机科学 2018-08-07 Tz-Ying Wu , Juan-Ting Lin , Tsun-Hsuang Wang , Chan-Wei Hu , Juan Carlos Niebles , Min Sun

The ability to recognize the liquid surface and the liquid level in transparent containers is perhaps the most commonly used evaluation method when dealing with fluids. Such recognition is essential in determining the liquid volume, fill…

计算机视觉与模式识别 · 计算机科学 2014-11-10 Sagi Eppel , Tal Kachman

We give a generic description of a liquid mirror system and summarize some practical information useful to making them. We compare laboratory measurements of deformations, due to the weight of mercury on the container of a 3.7-m mirror and…

天体物理学 · 物理学 2009-11-10 E. F. Borra , R. Content , G. Tremblay , A. Daigle , Y. Huot

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…

机器人学 · 计算机科学 2023-11-22 Hung-Jui Huang , Jingyi Xiang , Wenzhen Yuan

In the research area of human-robot interactions, the automatic estimation of the mass of a container manipulated by a person leveraging only visual information is a challenging task. The main challenges consist of occlusions, different…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Tommaso Apicella , Giulia Slavic , Edoardo Ragusa , Paolo Gastaldo , Lucio Marcenaro

We present methods to estimate the physical properties of household containers and their fillings manipulated by humans. We use a lightweight, pre-trained convolutional neural network with coordinate attention as a backbone model of the…

计算机视觉与模式识别 · 计算机科学 2022-03-03 Hengyi Wang , Chaoran Zhu , Ziyin Ma , Changjae Oh

Humans perceive the world by interacting with objects, which often happens in a dynamic way. For example, a human would shake a bottle to guess its content. However, it remains a challenge for robots to understand many dynamic signals…

机器人学 · 计算机科学 2022-05-19 Hung-Jui Huang , Xiaofeng Guo , Wenzhen Yuan

This article provides a comprehensive understanding of the interactions that can occur at the interface between liquids and materials. It describes the phenomena of sorption (adsorption and absorption), permeation and leaching from a…

软凝聚态物质 · 物理学 2025-09-29 Emmanuelle Feschet-Chassot , Philip Chennell

For a transparent well with a known volume capacity, changes in fluid level result in predictable changes in magnification of an overhead light source. For a given well size and fluid, the relationship between volume and magnification can…

图像与视频处理 · 电气工程与系统科学 2023-09-22 Pierre V. Baudin , Mircea Teodorescu
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