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Table tennis ball spin estimation with an event camera
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 …
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
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 …
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
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 …
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 …
ball tracking and trajectory prediction are the most important technologies. Several methods …
A table tennis robot system using an industrial kuka robot arm
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 …
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 …
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 …
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
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 …
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 …
exposure time is required to capture the objects moving that fast without blur. The very high …
Spin detection in robotic table tennis
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 …
feature a variety of strokes. Each generates different amounts and types of spin. To develop …