Robot tool use: A survey

M Qin, J Brawer, B Scassellati - Frontiers in Robotics and AI, 2023 - frontiersin.org
Using human tools can significantly benefit robots in many application domains. Such ability
would allow robots to solve problems that they were unable to without tools. However, robot …

Liquid content detection in transparent containers: A benchmark

Y Wu, H Ye, Y Yang, Z Wang, S Li - Sensors, 2023 - mdpi.com
Various substances that possess liquid states include drinking water, various types of fuel,
pharmaceuticals, and chemicals, which are indispensable in our daily lives. There are …

Self-supervised transparent liquid segmentation for robotic pouring

G Narasimhan, K Zhang, B Eisner… - … on Robotics and …, 2022 - ieeexplore.ieee.org
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 …

Capacitive proximity skin for non-contact liquid state measurement of robot grippers with different structures

H Wang, Z Wang, G Zhu, S Zhang - Sensors and Actuators A: Physical, 2024 - Elsevier
Handling liquid-filled containers is a frequently encountered yet challenging task for
robotics. In this paper, a novel capacitive proximity skin was developed to measure liquid …

Pournet: Robust robotic pouring through curriculum and curiosity-based reinforcement learning

E Babaians, T Sharma, M Karimi… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Pouring liquids accurately into containers is one of the most challenging tasks for robots as
they are unaware of the complex fluid dynamics and the behavior of liquids when pouring …

Robust robotic pouring using audition and haptics

H Liang, C Zhou, S Li, X Ma, N Hendrich… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
Robust and accurate estimation of liquid height lies as an essential part of pouring tasks for
service robots. However, vision-based methods often fail in occluded conditions while audio …

Robot gaining robust pouring skills through fusing vision and audio

Z Wang, G Tian, H Pan - ISA transactions, 2023 - Elsevier
In the pouring task of service robots, the robust and accurate estimate of liquid height is a
crucial step. However, neither vision nor audio alone can achieve better liquid height …

GMM Enabled by Multimodal Information Fusion Network for Detection and Motion Planning of Robotic Liquid Pouring

Z Wang, G Tian, S Guo - IEEE Transactions on Neural …, 2024 - ieeexplore.ieee.org
When humans perform pouring tasks, they exhibit consistent accuracy, regardless of the
liquid type, container, or environmental conditions. This proficiency stems from their ability to …

The sound of water: Inferring physical properties from pouring liquids

P Bagad, M Tapaswi, CGM Snoek… - arxiv preprint arxiv …, 2024 - arxiv.org
We study the connection between audio-visual observations and the underlying physics of a
mundane yet intriguing everyday activity: pouring liquids. Given only the sound of liquid …

Look and listen: A multi-sensory pouring network and dataset for granular media from human demonstrations

A Burns, S **ang, D Lee, L Jackel… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Humans have the ability to pour various media, both liquid and granular, to desired ends in
various containers. We do this by using multiple senses simultaneously in a constant …