Table tennis 3d

Author: s | 2025-04-24

★★★★☆ (4.5 / 3177 reviews)

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Ping Pong 3D by th24alles; Table Tennis by asalv22; Table Tennis by arnab ; Table tennis by LGo1234B; 3D Ping Pong (Table tennis) remix by ruva-udemy3; Table tennis Round 1 Macau vs Hong Kong by KingAArthur; 3D Table tennis by Maghilan12; 3D Ping Pong (Table tennis) remix by esamcoguy; 3D Ping Pong (Table tennis) by sonicjam82 by sonicjam82 Virtual Table Tennis 3D Pro: Exciting Table Tennis Simulation Virtual Table Tennis 3D Pro is an excellent simulation game that offers intense table tennis action with real-time 3D

IronCAD Design Collaboration Suite 2018

Virtual Table Tennis 3D - Play Virtual Table Tennis 3D

Table Tennis Master virtual 2018 Serve, spin and crush! Stunning graphics, intuitive sweep controls, high-speed gameplay and multiple game modes have made Table Tennis Touch the # 1 table tennis game in the world.Virtual Table Tennis is the only one based on 3D PHYSICS Table Tennis game.Easy and precise controls, Realistic Table Tennis physics, Beautiful 3D graphics and Challenging Opponents make this the Best Table Tennis game for Android! Swipe your finger to hit the ball, it feels like playing real table tennis.Progress through the stages and become a Table Tennis Champion!Fast paced Table Tennis action comes to your Android device. Perform smashing serves and side-spin shots to take out your opponents in the most exciting Table Tennis sports game on your mobile device.Swipe your finger to hit the ball, it feels like playing real table tennis.Ease to use, no confusing options to select from make this the best Ping Pong game for Android! If you like to play ping pong or table tennis, this game is a great racket challenge for you. Improve your handles, enjoy your free time and have a sensational feeling of playing table tennis 3D.Main features: • As the design of AI system based on the human behaviors, it possesses various behaviors such as reaction, speed, strength, endurance, defense, etc. • Accurate and visual control mode can truly simulate various way of strike and smash in the match. Besides, players can make adjustments in “Options” according to their own preferences. • Players are confronted with AI opponents with various styles and capabilities in the game. • Various game modes such as Animation tutorials, free practices, Arcade Mode, Tournament Modes, and Multiplayer Mode! ● Three Awesome modes: Novice, Intermediate and Hard● Intuitive touch screen controls to control your game of ping pong● 3D rendered table tennis environments● Vibration force feedback- Beautiful 3D Graphics- Career Mode- Mini Games- International Table Tennis Tournaments - Realistic Table Tennis Physics- Have your own table tennis team!- Intuitive touch screen controls- Small download size- Game playable offlineSwipe your finger in a direction you want table tennis ball to go! Timing your swipe is critical for a fast shot that is hard to return. Starting your swipe too early or late will send a slow shot to your opponent which is easy to return.Tables Tennis Toouch‏,Virtual ,Virtual s Table Tennis 3D,Table Tennis Masters,Ping Pong Stars/ Table Tennis 2018/2019

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Table download - Table Tennis Pro - Play Full 3D Table Tennis

Table Tennis Pro is a full 3D, gameplay intensive, table tennis (ping pong) simulation. Master your table tennis skills while you battle it out against intelligent computer players. Glorious 3D graphics with pure addictive game play.File Name:ttpro.exe Author:Grass GamesLicense:Freeware (Free)File Size:5.43 MbRuns on:Win95, Win98, WinME, WinNT 4.x, Windows2000, WinXP Advertisement Advertisement Table Tennis Pro V2 2.32 is an exciting game that brings the fast-paced game of table tennis, better known to some as ping-pong, to your desktop.Using a unique artificial intelligence engine, Table Tennis Pro pits you against several opponents with. ...File Name:Table Tennis Pro V2 Author:Grass GamesLicense:Freeware (Free)File Size:5.4 MbRuns on:Windows 95, Windows Me, Windows XP, Windows 2Table Tennis Screensaver 1 brings users a very convenient screen-saver which has a Table tennis table background with table tennis balls bouncing over the. ...File Name:Table Tennis Screensaver Author:abScreensavers.comLicense:Freeware (Free)File Size:747 KbRuns on:Windows Vista, Windows XPTable Tennis Wizard provides the San Diego Table Tennis Association software to run their Thursday night Round Robin Tournaments, and manage their database of players.File Name:Table Tennis Wizard Author:Phil_VLicense:Freeware (Free)File Size:Runs on:Windows{ Cadig TableBar 2.4 } integrates all table commands in AutoCAD 2005/2006 into a toolbar, just like the table toolbar in Microsoft Word. It's *Freeware*. == ...File Name:TableBar4AutoCAD.zip Author:Cadig.comLicense:Freeware (Free)File Size:1.64 MbRuns on:Win98, WinME, Windows2000, WinXP, Windows2003{ Cadig TableBar 2.0 } integrates all table commands in AutoCAD 2005/2006 into a toolbar, just like the table toolbar in Microsoft Word. It's *Freeware*. == ...File Name:TableBar.zip Author:Cadig.comLicense:Freeware (Free)File Size:1.64 MbRuns on:WindowsTableBuilder is designed to export AutoCAD table and the table drawn with lines and text in AutoCAD/MicroStation to Excel. Also you can convert the table drawn with lines and text to AutoCAD native table. == ==========Key. ...File Name:TableBuilder-for-AutoCAD.zip Author:Cadig.comLicense:Shareware ($99.00)File Size:1.64 MbRuns on:Win2000, Win7 x32, Win7 x64, Win98, WinServer, WinVista, WinVista x64, WinXPSee how long you can keep

Table tennis table 3D 02 - Archweb

Related: Ping Pong Table Tennis Sport Ball Game Tennis Racket Sports Table Ping Play Equipment Paddle Beer Party Access the world's largest Design Ecosystem: Assets, Integrations, and Motion. Trending Searches: folder icon download tripadvisor icon svg firki emoji sharechat logo png powerpoint network diagram icons free blue tick svg balcony emoji tax icon hierarchy icon phishing logo People Also Search: switching icon download free cestus icons cell-biology icon svg icon cfa icon plain flag icon for owned car caveman fire logos similarity logos data wave icon svg one voice icon png Other links: Browse & download free and premium 24 Pong Icons in line, colored outline, flat, dual tone, glyph, gradient, rounded design styles for web or mobile (iOS and Android) design, marketing, or developer projects. These royalty-free high-quality Pong Vector Icons are available in SVG, PNG, EPS, ICO, ICNS, AI, or PDF and are available as individual or icon packs.. You can also customize them to match your brand and color palette! Don’t forget to check out our exclusive, popular, latest, and featured icons too! Don’t forget to check out our Pong 3D Illustrations, too.. Ping Pong 3D by th24alles; Table Tennis by asalv22; Table Tennis by arnab ; Table tennis by LGo1234B; 3D Ping Pong (Table tennis) remix by ruva-udemy3; Table tennis Round 1 Macau vs Hong Kong by KingAArthur; 3D Table tennis by Maghilan12; 3D Ping Pong (Table tennis) remix by esamcoguy; 3D Ping Pong (Table tennis) by sonicjam82 by sonicjam82

Table tennis table 3d 03 - Archweb

Table Tennis Pro is a full 3D, gameplay intensive, table tennis (ping pong) simulation. Master your table tennis skills while you battle it out against intelligent computer players. Glorious 3D graphics with pure addictive game play.File Name:ttpro.exe Author:Grass GamesLicense:Freeware (Free)File Size:5.43 MbRuns on:Win95, Win98, WinME, WinNT 4.x, Windows2000, WinXP Advertisement Advertisement AutoXlsTable 3.0 is much faster and more stable against the 2.53 version. AutoXlsTable fully integrates Excel into AutoCAD/Microstation/IntelliCAD. It can create table in AutoCAD/Microstation/IntelliCAD or import Excel spreadsheet into those CAD. ...File Name:Create Excel table inAutoCAD Author:GStarsoft.comLicense:Shareware ($168.00)File Size:Runs on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPTable Tennis Pro V2 2.32 is an exciting game that brings the fast-paced game of table tennis, better known to some as ping-pong, to your desktop.Using a unique artificial intelligence engine, Table Tennis Pro pits you against several opponents with. ...File Name:Table Tennis Pro V2 Author:Grass GamesLicense:Freeware (Free)File Size:5.4 MbRuns on:Windows 95, Windows Me, Windows XP, Windows 2Table Tennis Screensaver 1 brings users a very convenient screen-saver which has a Table tennis table background with table tennis balls bouncing over the. ...File Name:Table Tennis Screensaver Author:abScreensavers.comLicense:Freeware (Free)File Size:747 KbRuns on:Windows Vista, Windows XPTable Tennis Wizard provides the San Diego Table Tennis Association software to run their Thursday night Round Robin Tournaments, and manage their database of players.File Name:Table Tennis Wizard Author:Phil_VLicense:Freeware (Free)File Size:Runs on:WindowsCreate and modify tables in AutoCAD with Excel, and perform block counting, area/length calculation... AutoXlsTable 3.0 is much faster and more stable against the 2.File Name:AutoXlsTable_for2008_v30.exe Author:GStarsoft.comLicense:Shareware ($138.00)File Size:1.57 MbRuns on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPCreate and modify tables in AutoCAD with Excel, and perform block counting, area/length calculation... AutoXlsTable 3.0 is much faster and more stable against the 2.File Name:AutoXlsTable_3.0_for_AutoCAD2009.exe Author:GStarsoft.comLicense:Shareware ($168.00)File Size:1.57 MbRuns on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPCreate and modify tables in AutoCAD with Excel, and

SafalPandey/js-table-tennis: 3D table tennis game - GitHub

The ball in the air! In this game you will use a racket to hit a ball repeatedly and try to keep it in the air. There are 3 levels in this game, the level 1 is tennis, level 2 is table tennis, level 3 is golf.File Name:ballcontrol.exe Author:Novel Games LimitedLicense:Freeware (Free)File Size:339 KbRuns on:Windows2000, WinXP, Windows2003, Windows VistaPong 3d is a free sports game were you get to play a table tennis in a very different way. This is a space 3d version of table tennis free sports game. You will be playing a match against a computer in a zero gravity environment. The ball will simply. ...File Name:Pong3d-Setup.exe Author:Free Sports GamesLicense:Freeware (Free)File Size:1.45 MbRuns on:Win98, WinME, WinNT 3.x, WinNT 4.x, Windows2000, WinXP, Windows2003, Windows CE, WinMECFB Pong 1.1 is considered as an interesting and exciting free Palm game based on the classic 1970's arcade table tennis game. You can play against the Palm or yourself at three different speeds. 'Spin' the ball to change its deflection and speed it. ...File Name:cfbpong.zip Author:CFB SoftwareLicense:Freeware (Free)File Size:10 KbRuns on:Any PlatformScoreBoardServer 1.0 is launched to be a helpful and smart sports game counter table which displays current standing during a game. It is designed for two player or two team games. For example volleyball or table tennis. The program works as a web. ...File Name:scoreboardsrv-1.0-bin.zip Author:Alexander StedileLicense:GPL ($)File Size:1.4 MbRuns on:Mac OS XAn electronic scoreboard that can be controlled via remote control. Useful for volleyball, table tennis, squash, basketball etc, using Scorer means you can concentrate on playing the game and adjust the score between points. Apple Remotes can be. ...File Name:scorer_setup.dmg Author:nimisisLicense:Freeware (Free)File Size:10 MbRuns on:Mac OS X 10.4 or later

Family Table Tennis 3D Review (3DS

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User3577

Table Tennis Master virtual 2018 Serve, spin and crush! Stunning graphics, intuitive sweep controls, high-speed gameplay and multiple game modes have made Table Tennis Touch the # 1 table tennis game in the world.Virtual Table Tennis is the only one based on 3D PHYSICS Table Tennis game.Easy and precise controls, Realistic Table Tennis physics, Beautiful 3D graphics and Challenging Opponents make this the Best Table Tennis game for Android! Swipe your finger to hit the ball, it feels like playing real table tennis.Progress through the stages and become a Table Tennis Champion!Fast paced Table Tennis action comes to your Android device. Perform smashing serves and side-spin shots to take out your opponents in the most exciting Table Tennis sports game on your mobile device.Swipe your finger to hit the ball, it feels like playing real table tennis.Ease to use, no confusing options to select from make this the best Ping Pong game for Android! If you like to play ping pong or table tennis, this game is a great racket challenge for you. Improve your handles, enjoy your free time and have a sensational feeling of playing table tennis 3D.Main features: • As the design of AI system based on the human behaviors, it possesses various behaviors such as reaction, speed, strength, endurance, defense, etc. • Accurate and visual control mode can truly simulate various way of strike and smash in the match. Besides, players can make adjustments in “Options” according to their own preferences. • Players are confronted with AI opponents with various styles and capabilities in the game. • Various game modes such as Animation tutorials, free practices, Arcade Mode, Tournament Modes, and Multiplayer Mode! ● Three Awesome modes: Novice, Intermediate and Hard● Intuitive touch screen controls to control your game of ping pong● 3D rendered table tennis environments● Vibration force feedback- Beautiful 3D Graphics- Career Mode- Mini Games- International Table Tennis Tournaments - Realistic Table Tennis Physics- Have your own table tennis team!- Intuitive touch screen controls- Small download size- Game playable offlineSwipe your finger in a direction you want table tennis ball to go! Timing your swipe is critical for a fast shot that is hard to return. Starting your swipe too early or late will send a slow shot to your opponent which is easy to return.Tables Tennis Toouch‏,Virtual ,Virtual s Table Tennis 3D,Table Tennis Masters,Ping Pong Stars/ Table Tennis 2018/2019

2025-03-26
User4256

Table Tennis Pro is a full 3D, gameplay intensive, table tennis (ping pong) simulation. Master your table tennis skills while you battle it out against intelligent computer players. Glorious 3D graphics with pure addictive game play.File Name:ttpro.exe Author:Grass GamesLicense:Freeware (Free)File Size:5.43 MbRuns on:Win95, Win98, WinME, WinNT 4.x, Windows2000, WinXP Advertisement Advertisement Table Tennis Pro V2 2.32 is an exciting game that brings the fast-paced game of table tennis, better known to some as ping-pong, to your desktop.Using a unique artificial intelligence engine, Table Tennis Pro pits you against several opponents with. ...File Name:Table Tennis Pro V2 Author:Grass GamesLicense:Freeware (Free)File Size:5.4 MbRuns on:Windows 95, Windows Me, Windows XP, Windows 2Table Tennis Screensaver 1 brings users a very convenient screen-saver which has a Table tennis table background with table tennis balls bouncing over the. ...File Name:Table Tennis Screensaver Author:abScreensavers.comLicense:Freeware (Free)File Size:747 KbRuns on:Windows Vista, Windows XPTable Tennis Wizard provides the San Diego Table Tennis Association software to run their Thursday night Round Robin Tournaments, and manage their database of players.File Name:Table Tennis Wizard Author:Phil_VLicense:Freeware (Free)File Size:Runs on:Windows{ Cadig TableBar 2.4 } integrates all table commands in AutoCAD 2005/2006 into a toolbar, just like the table toolbar in Microsoft Word. It's *Freeware*. == ...File Name:TableBar4AutoCAD.zip Author:Cadig.comLicense:Freeware (Free)File Size:1.64 MbRuns on:Win98, WinME, Windows2000, WinXP, Windows2003{ Cadig TableBar 2.0 } integrates all table commands in AutoCAD 2005/2006 into a toolbar, just like the table toolbar in Microsoft Word. It's *Freeware*. == ...File Name:TableBar.zip Author:Cadig.comLicense:Freeware (Free)File Size:1.64 MbRuns on:WindowsTableBuilder is designed to export AutoCAD table and the table drawn with lines and text in AutoCAD/MicroStation to Excel. Also you can convert the table drawn with lines and text to AutoCAD native table. == ==========Key. ...File Name:TableBuilder-for-AutoCAD.zip Author:Cadig.comLicense:Shareware ($99.00)File Size:1.64 MbRuns on:Win2000, Win7 x32, Win7 x64, Win98, WinServer, WinVista, WinVista x64, WinXPSee how long you can keep

2025-04-10
User2280

Table Tennis Pro is a full 3D, gameplay intensive, table tennis (ping pong) simulation. Master your table tennis skills while you battle it out against intelligent computer players. Glorious 3D graphics with pure addictive game play.File Name:ttpro.exe Author:Grass GamesLicense:Freeware (Free)File Size:5.43 MbRuns on:Win95, Win98, WinME, WinNT 4.x, Windows2000, WinXP Advertisement Advertisement AutoXlsTable 3.0 is much faster and more stable against the 2.53 version. AutoXlsTable fully integrates Excel into AutoCAD/Microstation/IntelliCAD. It can create table in AutoCAD/Microstation/IntelliCAD or import Excel spreadsheet into those CAD. ...File Name:Create Excel table inAutoCAD Author:GStarsoft.comLicense:Shareware ($168.00)File Size:Runs on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPTable Tennis Pro V2 2.32 is an exciting game that brings the fast-paced game of table tennis, better known to some as ping-pong, to your desktop.Using a unique artificial intelligence engine, Table Tennis Pro pits you against several opponents with. ...File Name:Table Tennis Pro V2 Author:Grass GamesLicense:Freeware (Free)File Size:5.4 MbRuns on:Windows 95, Windows Me, Windows XP, Windows 2Table Tennis Screensaver 1 brings users a very convenient screen-saver which has a Table tennis table background with table tennis balls bouncing over the. ...File Name:Table Tennis Screensaver Author:abScreensavers.comLicense:Freeware (Free)File Size:747 KbRuns on:Windows Vista, Windows XPTable Tennis Wizard provides the San Diego Table Tennis Association software to run their Thursday night Round Robin Tournaments, and manage their database of players.File Name:Table Tennis Wizard Author:Phil_VLicense:Freeware (Free)File Size:Runs on:WindowsCreate and modify tables in AutoCAD with Excel, and perform block counting, area/length calculation... AutoXlsTable 3.0 is much faster and more stable against the 2.File Name:AutoXlsTable_for2008_v30.exe Author:GStarsoft.comLicense:Shareware ($138.00)File Size:1.57 MbRuns on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPCreate and modify tables in AutoCAD with Excel, and perform block counting, area/length calculation... AutoXlsTable 3.0 is much faster and more stable against the 2.File Name:AutoXlsTable_3.0_for_AutoCAD2009.exe Author:GStarsoft.comLicense:Shareware ($168.00)File Size:1.57 MbRuns on:Win98, WinNT 3.x, WinNT 4.x, Windows2000, WinXPCreate and modify tables in AutoCAD with Excel, and

2025-04-03
User2095

The ball in the air! In this game you will use a racket to hit a ball repeatedly and try to keep it in the air. There are 3 levels in this game, the level 1 is tennis, level 2 is table tennis, level 3 is golf.File Name:ballcontrol.exe Author:Novel Games LimitedLicense:Freeware (Free)File Size:339 KbRuns on:Windows2000, WinXP, Windows2003, Windows VistaPong 3d is a free sports game were you get to play a table tennis in a very different way. This is a space 3d version of table tennis free sports game. You will be playing a match against a computer in a zero gravity environment. The ball will simply. ...File Name:Pong3d-Setup.exe Author:Free Sports GamesLicense:Freeware (Free)File Size:1.45 MbRuns on:Win98, WinME, WinNT 3.x, WinNT 4.x, Windows2000, WinXP, Windows2003, Windows CE, WinMECFB Pong 1.1 is considered as an interesting and exciting free Palm game based on the classic 1970's arcade table tennis game. You can play against the Palm or yourself at three different speeds. 'Spin' the ball to change its deflection and speed it. ...File Name:cfbpong.zip Author:CFB SoftwareLicense:Freeware (Free)File Size:10 KbRuns on:Any PlatformScoreBoardServer 1.0 is launched to be a helpful and smart sports game counter table which displays current standing during a game. It is designed for two player or two team games. For example volleyball or table tennis. The program works as a web. ...File Name:scoreboardsrv-1.0-bin.zip Author:Alexander StedileLicense:GPL ($)File Size:1.4 MbRuns on:Mac OS XAn electronic scoreboard that can be controlled via remote control. Useful for volleyball, table tennis, squash, basketball etc, using Scorer means you can concentrate on playing the game and adjust the score between points. Apple Remotes can be. ...File Name:scorer_setup.dmg Author:nimisisLicense:Freeware (Free)File Size:10 MbRuns on:Mac OS X 10.4 or later

2025-04-21
User7748

Of hitting the ball. In Proceedings of the 2012 IEEE International Conference on Mechatronics and Automation, Chengdu, China, 5–8 August 2012; pp. 2002–2006. [Google Scholar]Matsushima, M.; Hashimoto, T.; Takeuchi, M.; Miyazaki, F. A learning approach to robotic table tennis. IEEE Trans. Robot. 2005, 21, 767–771. [Google Scholar] [CrossRef]Miyazaki, F.; Matsushima, M.; Takeuchi, M. Learning to dynamically manipulate: A table tennis robot controls a ball and rallies with a human being. In Advances in Robot Control; Springer: Berlin/Heidelberg, Germany, 2006; pp. 317–341. [Google Scholar]Zhao, Y.; Xiong, R.; Zhang, Y. Model based motion state estimation and trajectory prediction of spinning ball for ping-pong robots using expectation-maximization algorithm. J. Intell. Robot. Syst. 2017, 87, 407–423. [Google Scholar] [CrossRef]Deng, Z.; Cheng, X.; Ikenaga, T. Ball-like observation model and multi-peak distribution estimation based particle filter for 3D Ping-pong ball tracking. In Proceedings of the 2017 Fifteenth IAPR International Conference on Machine Vision Applications (MVA), Nagoya, Japan, 8–12 May 2017; pp. 390–393. [Google Scholar]Payeur, P.; Le-Huy, H.; Gosselin, C.M. Trajectory prediction for moving objects using artificial neural networks. IEEE Trans. Ind. Electron. 1995, 42, 147–158. [Google Scholar] [CrossRef]Nakashima, A.; Takayanagi, K.; Hayakawa, Y. A learning method for returning ball in robotic table tennis. In Proceedings of the 2014 International Conference on Multisensor Fusion and Information Integration for Intelligent Systems (MFI), Beijing, China, 28–29 September 2014; pp. 1–6. [Google Scholar]Zhang, Z. Determining the epipolar geometry and its uncertainty: A review. Int. J. Comput. Vis. 1998, 27, 161–195. [Google Scholar] [CrossRef]Biagiotti, L.; Melchiorri, C. Trajectory Planning for Automatic Machines and Robots; Springer Science & Business Media: Berlin/Heidelberg, Germany, 2008. [Google Scholar] Figure 1. Flow of the proposed method. Figure 1. Flow of the proposed method. Figure 2. 3D reconstruction system of table-tennis robot. Figure 2. 3D reconstruction system of table-tennis robot. Figure 3. Synchronization procedure of the multi-camera vision system. Figure 3. Synchronization procedure of the multi-camera vision system. Figure 4. Control of the cameras. Figure 4. Control of the cameras. Figure 5. Calibration using checkerboard at different positions. Figure 5. Calibration using checkerboard at different positions. Figure 6. Calculation of 3D location. Figure 6. Calculation of 3D location. Figure 7. Two vectors in a skew relationship. Figure 7. Two vectors in a skew relationship. Figure 8. Locations of 25 trackers. Figure 8. Locations of 25 trackers. Figure 9. Distributions of the errors (a) using the right camera (camera#1) and the left camera (camera#2); (b) using the left camera (camera#2) and the auxiliary camera (camera#3). Figure 9. Distributions of the errors (a) using the right camera (camera#1) and the left camera (camera#2); (b) using the left camera (camera#2) and the auxiliary camera (camera#3). Figure 10. Diagram of trajectory prediction. Figure 10. Diagram of trajectory prediction. Figure 11. Diagram

2025-04-22
User6700

1. IntroductionRecent years have seen the gradual maturing of sensory, machine vision, and control technology in smart robots. Several domestic and foreign studies explored the applicability of robots to sports. KUKA AG Robotics once made a commercial in which one of their robots played table tennis against a human, and Omron once gave a demonstration with one of their suspended robotic arms playing table tennis against a human at an automation exhibition. Table-tennis robots use a wide range of technologies, including object recognition, object tracking, 3D reconstruction, object trajectory prediction, robot motion planning, and system integration. This as well as the fact that they are easy to showcase attracted the attention of many researchers.A ping-pong ball trajectory system combines vision, 3D space, and prediction algorithms, none of which are dispensable. The vision system must be able to detect and position the ball [1,2]. The data captured by cameras are two-dimensional (2D), so three-dimensional (3D) data cannot be derived by simply searching for the locations of object pixels. Wei et al. [3] proposed a method that uses a single camera to calculate object positions. In addition to using image recognition to locate the current pixels of the ball, they also used the shadow of the flying ball on the table to triangulate the spatial location of the ball. However, it is difficult to detect the shadow of a sphere, and the sources of light in general environments are complex and unpredictable. Their proposed approach was only useful if there was only a single clear light source in the environment with no sunlight or other light sources. The installation of two or more cameras can be used to establish stereopsis. Detection of an object from multiple perspectives can increase the dimensions of the image data and enable simple calculations of 3D data. Refs. [4,5] both adopted two cameras to track the ball in their vision system. To increase the visual coverage and accuracy of the vision system, Chen et al. [6] installed two high-speed cameras above the robot and above the opponent, which amounted to four cameras covering the entire table. Yang et al. [7] used six cameras to cover the table (three on each side) to achieve high precision for every possible location of the ball.The processing speed of the vision system is another key factor because it indirectly affects prediction of the direction of the ball, particularly in prediction methods using physical models. Liu [8] proposed an onboard stereo camera system to estimate ping-pong ball trajectories in real time under the asynchronous observations from different cameras. Graphics processing units (plGPU) have become popular computer components in the recent trend of deep learning in image classification because they make the graphics

2025-04-16

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