Table tennis ball spin estimation with an event camera

T Gossard, J Krismer, A Ziegler… - Proceedings of the …, 2024 - openaccess.thecvf.com
Spin plays a pivotal role in ball-based sports. Estimating spin becomes a key skill due to its
impact on the ball's trajectory and bouncing behavior. Spin cannot be observed directly …

Ball motion control in the table tennis robot system using time-series deep reinforcement learning

L Yang, H Zhang, X Zhu, X Sheng - IEEE Access, 2021 - ieeexplore.ieee.org
One of the biggest challenges hindering a table tennis robot to play as well as a professional
player is the ball's accurate motion control, which depends on various factors such as the …

[HTML][HTML] Online optimal trajectory generation for robot table tennis

O Koç, G Maeda, J Peters - Robotics and Autonomous Systems, 2018 - Elsevier
In highly dynamic tasks that involve moving targets, planning is necessary to figure out
when, where and how to intercept the target. In robotic table tennis in particular, motion …

[HTML][HTML] Ball tracking and trajectory prediction for table-tennis robots

HI Lin, Z Yu, YC Huang - Sensors, 2020 - mdpi.com
Sports robots have become a popular research topic in recent years. For table-tennis robots,
ball tracking and trajectory prediction are the most important technologies. Several methods …

A table tennis robot system using an industrial kuka robot arm

J Tebbe, Y Gao, M Sastre-Rienietz, A Zell - Pattern Recognition: 40th …, 2019 - Springer
In recent years robotic table tennis has become a popular research challenge for image
processing and robot control. Here we present a novel table tennis robot system with high …

Black-box vs. gray-box: A case study on learning table tennis ball trajectory prediction with spin and impacts

J Achterhold, P Tobuschat, H Ma… - … for Dynamics and …, 2023 - proceedings.mlr.press
In this paper, we present a method for table tennis ball trajectory filtering and prediction. Our
gray-box approach builds on a physical model. At the same time, we use data to learn …

Event-based Ball Spin Estimation in Sports

T Nakabayashi, K Higa, M Yamaguchi… - Proceedings of the …, 2024 - openaccess.thecvf.com
Ball spin estimation in sports is important for analyzing the game. Since spin is generally too
fast to be captured by a conventional camera a high-speed camera is often used to capture …

Spindoe: A ball spin estimation method for table tennis robot

T Gossard, J Tebbe, A Ziegler… - 2023 IEEE/RSJ …, 2023 - ieeexplore.ieee.org
Spin plays a considerable role in table tennis, making a shot's trajectory harder to read and
predict. However, the spin is challenging to measure because of the ball's high velocity and …

Tracking a golf ball with high-speed stereo vision system

S Wang, Y Xu, Y Zheng, M Zhu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Professional long drivers can hit golf balls to a speed of up to 350 km/h. Extremely short
exposure time is required to capture the objects moving that fast without blur. The very high …

Spin detection in robotic table tennis

J Tebbe, L Klamt, Y Gao, A Zell - 2020 IEEE international …, 2020 - ieeexplore.ieee.org
In table tennis, the rotation (spin) of the ball plays a crucial role. A table tennis match will
feature a variety of strokes. Each generates different amounts and types of spin. To develop …