WO2002053232A2 - System and method for judging boundary lines - Google Patents

System and method for judging boundary lines Download PDF

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Publication number
WO2002053232A2
WO2002053232A2 PCT/CA2001/001830 CA0101830W WO02053232A2 WO 2002053232 A2 WO2002053232 A2 WO 2002053232A2 CA 0101830 W CA0101830 W CA 0101830W WO 02053232 A2 WO02053232 A2 WO 02053232A2
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WIPO (PCT)
Prior art keywords
ball
court
module
image
cameras
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Application number
PCT/CA2001/001830
Other languages
French (fr)
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WO2002053232A3 (en
Inventor
Miklos Harmath
Original Assignee
Miklos Harmath
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Miklos Harmath filed Critical Miklos Harmath
Priority to AU2002218899A priority Critical patent/AU2002218899B2/en
Priority to DE60123660T priority patent/DE60123660D1/en
Priority to EP01272580A priority patent/EP1347807B1/en
Publication of WO2002053232A2 publication Critical patent/WO2002053232A2/en
Publication of WO2002053232A3 publication Critical patent/WO2002053232A3/en

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Classifications

    • AHUMAN NECESSITIES
    • A63SPORTS; GAMES; AMUSEMENTS
    • A63BAPPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
    • A63B71/00Games or sports accessories not covered in groups A63B1/00 - A63B69/00
    • A63B71/06Indicating or scoring devices for games or players, or for other sports activities
    • A63B71/0605Decision makers and devices using detection means facilitating arbitration
    • AHUMAN NECESSITIES
    • A63SPORTS; GAMES; AMUSEMENTS
    • A63BAPPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
    • A63B2102/00Application of clubs, bats, rackets or the like to the sporting activity ; particular sports involving the use of balls and clubs, bats, rackets, or the like
    • A63B2102/02Tennis

Definitions

  • This invention relates to a system for judging boundary lines in sporting events, such as tennis, for automatic officiating of the game.
  • a game like tennis relies on the player making >0 the in or out call at the boundary line and the opposing player trusting that call.
  • the system can be used for many different types of games, from tennis, volleyball, soccer or hockey, to sports not involving balls but requiring the clear identification of boundaries.
  • the process can be adopted to evaluate and judge the adherence to the given rules of a sport.
  • the system comprises at least one camera to capture movement of the ball and a frame grabber associated with each of the cameras to process the movement as captured frames.
  • An image processing system is configured to receive the captured frame from the frame grabbers and to process the captured frame as images to determine whether the ball is in or out of court
  • the cameras are equipped with auto-iris lenses to automatically adjust the aperture of the cameras.
  • the camera may be color or high speed black and white.
  • the image processing system comprises »0 a calibration sub-system and a recognition sub-system.
  • the calibration sub-system comprises a line recognition module, an image segmentation and region grouping module, a court line and region registration module, a supervised ball recognition module and .5 a look-up-table module
  • the recognition sub-system comprises a frame/sequence control module, a motion tracking module, an unsupervised automatic ball recognition module, a trajectory fitting module, a bounce detection SO module and an in/out judge module.
  • a method of judging boundary lines on a court in sporting games in order to determine whether a ball in play bounces in or out of court in which the method utilizes at least one camera to capture movement of the ball, a frame grabber associated with each of the cameras to process the movement as captured frames and an image processing system configured to receive the captured frame from the frame grabbers and to process the captured frame.
  • the method comprises the steps of: selecting a mode of game using an input device configured so as to control the system and commence a recognition sub-system; during play of the game, continuously capturing image frames from the frame grabbers; within the image frames locating and isolating moving objects; comparing the moving objects to a calibrated image of the ball so as to filter out any moving object which is not the ball; fitting a path of the ball into a connected trajectory; detecting a spot on the court where the ball bounces by locating within the trajectory a sudden change in direction and by fitting or calculating the coordinates of the bounce; determining whether the ball is in or out of court; transferring a signal to an output device if the ball is determined to be out of court.
  • FIGURE 1 is a perspective view of an embodiment of the invention, in situ at a tennis court.
  • FIGURE 2 is a front plan view of control panel of the present invention.
  • FIGURE 3 is a block diagram of the image processing system of the present invention.
  • FIGURES 4 to 10 are alternate schematic views of a mapped tennis court for use with the embodiment of the invention shown in Figure 1.
  • FIGURE 11 is a logic flow diagram for setting functions of the image processing system before use of the embodiment of the invention shown in Figure 1.
  • FIGURES 12 and 13 are alternate logic flow diagrams for the image processing system during play of the game.
  • Figure 1 illustrates a system 2 for judging boundary lines 4 on a court 6, illustrated for the purposes of this application as a tennis court, for determining whether a ball (not shown) in play on the court 6 bounces in or out of play.
  • a tennis court has been illustrated, it will be apparent to those skilled in the art that the system may be used for many different types of games, from tennis, volleyball, soccer or hockey, to sports not involving balls but requiring the clear identification of boundaries.
  • the system 2 comprises color or high speed black and white cameras 10 mounted near the court 6 in such a way that the field of view of the cameras 10 covers the boundary lines 4 of the court 6.
  • One possible location for positioning the cameras 10 is in line with the net 12 at the centerline of the court 6, so that
  • the cameras 10 would be mounted approximately 3 to 5 meters above court level.
  • the cameras 10 may also be mounted in line with the service lines 18, 20 on respective sides 14, 16 of the court 6. Alternate placement for the cameras would be possible, in order to maximize the field of
  • the cameras 10 are preferably equipped with auto-iris lenses which L5 automatically adjust the aperture of the lens. This allows for consistent shutter speed even when the ambient light may change, for example direct sun vs. shadow, or sunlight vs. artificial light.
  • Black and white or color cameras could be used for recreational clubs .0 and games where the speed of play is not as high as in professional tournaments. For the latter application, a black and white system will be preferable using progressive scan technology to provide sharper images.
  • a frame grabber which is associated with each camera 10 in order to .5 convert the image into computer readable form captures the image from the camera 10. The captured image can then be manipulated by the image processing system in the manner described more fully below.
  • the cameras 10 are electronically linked to a control panel 24, which 50 control panel may house the image processing system, as well as the control buttons and output indicators to relay an out signal to the players.
  • the output devices can be indicator lights 26 or an audio indicator, illustrated by button 28.
  • the function of the reset buttons 30 and the general reset button 32 shown on the control panel 24 will be described in more detail below.
  • the control panel 24 can be remote, remote touch screen, voice command, attached or built-in.
  • the processing system is divided into 2 principle parts, the calibration sub-system and a recognition sub-system.
  • the block diagram indicates the data flow and logic flow within the two sub-systems.
  • the calibration subsystem is comprised of a line recognition module, an image segmentation and region grouping module, a court line and region module, a supervised ball recognition module and look-up table module.
  • the calibration sub-system is a supervised process, which occurs whenever the camera parameters are changed. Its purpose is to register the positions of boundary lines 4, namely the sidelines, the service lines and base lines of the court 6 so that the processing system may determine whether the
  • »0 ball is "in” or “out” in operation of the system.
  • the processing system will recognize all the boundary lines in the image in off-line (non-real time) mode. Then the operator will use a pointing device, such as a mouse, to select the lines that correspond to the sidelines and base lines of the court. Under normal circumstances, a single calibration is all that is required, unless the camera
  • the line recognition software module is configured to recognize lines (for example, tennis court lines) in the images. Ideally the lines should be straight. However, due to possible camera distortion (for example, an image resulting 50 from a wide angle) and possible noise or interference, the lines can appear to be broken curve segments in the digital images.
  • the edge detection method which uses a set of curve partitioning and grouping rules based on the perceptual organization of descriptive curve features, is therefore adopted. It tracks curve segments and joins them into an appropriate form of a curve structure according to its topological and geometrical properties. It also takes into consideration all variable lighting conditions. The operator will nonetheless be able to correct possible errors in the automatic recognition and identify the correct lines.
  • the image segmentation and region grouping module is configured to record the in and out areas of the court based on input from the user.
  • the court line and region registration module saves the locations of the "in” and "out” regions given by the previous process in its permanent memory (hard drive). Whenever the real-time tracking system starts up, it will first check these registered regions. These registered values are valid unless the camera parameters are changed.
  • the camera parameters include extrinsic parameters (the camera position and orientation) and intrinsic parameters (focal length, lens distortion and CCD grid sizes).
  • a typical court mapping is shown in Figure 4. Each area shown is a minimum of 0.5 meters in length and as the court layout requires in length. Areas 40, 42 and 44 are considered in singles play and areas 40, 46 and 48 are considered in doubles play. Similarly, Figure 5 shows the out areas after the initial serve in singles play and Figure 6 shows the out areas after the initial serve in doubles play.
  • the supervised ball recognition module is another supervised process. In this process, a tennis ball will be put into the scene. The operator will click on the ball in the scene. The module is then configured to record the color or grey level range pattern of the ball.
  • the look-up-table module is configured to transform input image data into output data.
  • gray level frame grabbers it is a 256-bytes table; for true color frame grabbers, the look-up table module is implemented as a mapping function.
  • the purpose of applying the look-up table module is to maximize the intensity of the tennis ball while minimizing the intensity of the stationary background in the process of recognition.
  • Hardware based look-up table modules can make the real time tracking and recognition easier.
  • the recognition sub-system comprises a frame/sequence control module, a motion tracking module, an unsupervised
  • L0 automatic ball recognition module a trajectory-fitting module, a bounce detection module and an in/out judge module.
  • the frame/sequence control module is configured to control the image grabbing timing in order to obtain continuous image frames from the frame [5 grabbers. It is desirable, but not mandatory, that a complete or almost complete image sequence is captured both for recognizing the tennis ball and for locating the trajectory (course) of the ball.
  • the motion-tracking module is configured to be triggered by any moving
  • the module is then configured to locate and isolate any moving objects from the background in the image frames. All objects found under motion will be passed to the ball recognition module.
  • the unsupervised automatic ball recognition module is based on the supervised ball calibration and the result of motion tracking.
  • the module is configured to recognize all moving objects that are potentially tennis balls in the images. Unrelated moving pattern (possibly a tennis player, or, a bird that happens to fly by) should be filtered out.
  • the motion-tracking module and the unsupervised ball recognition module have captured a complete or almost - in ⁇
  • the trajectory-fitting module is configured to fit the running course of the tennis balls into connected lines or curves.
  • the bounce detection module is configured to detect the spot of bouncing by finding the sudden change of direction in the trajectory or by calculation, which is considered as the bouncing point on the ground of the tennis ball.
  • the bounce is then passed to the in/out judge module, which is configured to determine whether the bounce is in or out based on a simple set of rules.
  • Rule set may include:
  • Figure 1 1 illustrates the logic flow for presetting the system before play of
  • the Singles / Doubles - sets the system to scan either as singles
  • timer option gives the flexibility for setting the system to monitor the court in either singles or doubles mode simultaneously without issuing any additional command (Reset #1 on Figure 12.
  • the logic flow diagrams 13 would thus no longer be applicable to the operation of the system). The system will indicate if a ball bounces OUT, pauses for 5 sec while keeping the indicator ON, then starts
  • timer function is set to off, then the system functions according to the logic shown in figures 12 and 13. In that mode, i.e. timer function deactivated, it is preferable to have a voice command at the control panel in order to reset the system for the next rally.
  • the system should be monitored by an administrator, by the chair umpire or a by line judge to ensure proper system setting after each out has been recorded, or to be hooked up to the official scoreboard (see the table on page 15).
  • Figure 12 illustrates the logic flow for the system monitoring the court after the service, according to the mode chosen, singles or doubles, i.e. figure 5 or figure 6 (or reset #1 (play) if timer mode is preferred).
  • the system monitors the court until an OUT occurs, turns the appropriate indicator on, keeps it on and waits for the next reset command.
  • the reset #6 command turns all indicators off and waits for the next reset command. If the audio function is set "on”, in addition to the out indicators, a short (0.5 sec) sound will be given upon an OUT
  • Figure 13 illustrates the logic flow for the system when set to monitor the service areas, as shown in Figures 7 to 10 and continues from Figure 12, at "1".
  • Reset #2 the serve is coming from side 'B' and should bounce in side 'A' even service court.
  • the system looks for the first bounce on side 'A'. If the bounce was inside the even service court, including the lines ( Figure 7), the system starts monitoring according to the preset singles/doubles option, as on Figure 12, continuing from "1". If the first bounce was not in the even service court the side A service indicator will go on and will be kept on until the next reset command is issued.
  • Applicable scores and voice commands for this function include: 0:0; 15:15 'Fifteen all'; 30:30 Thirty all'; 40:40 'Forty all'; 15:40 'Fifteen forty'; 40:15 'Forty fifteen'; deuce 'Deuce'.
  • the player will also be able to initiate a 'Reset #2' with the voice command 'A even' (for tiebreaker etc.)
  • Reset #3 the serve is coming from side 'B' and should bounce in side 'A' odd service court.
  • the system looks for the first bounce on side 'A'. If the bounce was inside the odd service court, including the lines ( Figure 8), the system starts monitoring according to the preset singles / doubles option. If the first bounce was not in the odd service court the side A service indicator will go on and will be kept on until the next reset command is issued.
  • Applicable scores and voice commands include "15:0 'Fifteen love'; 0:15 'Love fifteen'; 30:15 Thirty fifteen'; 15:30 'Fifteen thirty'; 40:30 'Forty thirty'; 30:45 Thirty forty'; ad in (advantage in) 'Ad in'; ad out (advantage out) 'Ad out'.
  • the player will also be able to initiate a 'Reset #3' with the voice command 'A odd' (for tiebreaker etc.)
  • Reset #4 the serve is coming from side 'A' and should bounce in side 'B' even service court.
  • the system looks for the first bounce on side 'B'. If the bounce was inside the even service court, including the lines ( Figure 9), the system starts monitoring according the preset singles / doubles option. If the first bounce was not in the even service court the side B service indicator will go on and will be kept on until the next reset command is issued.
  • Applicable scores and voice commands include: 0:0; 15:15 'Fifteen all'; 30:30 Thirty all'; 40:40 'Forty all'; 15:40 'Fifteen forty'; 40:15 'Forty fifteen'; deuce 'Deuce'.
  • the players will also be able to initiate a 'Reset #4' with the voice command 'B even' (for tiebreaker etc.)
  • Reset #5 the serve is coming from side 'A' and should bounce in side 'B' odd service court.
  • the system looks for the first bounce on side 'B'. If the bounce was inside the odd service court, including the lines ( Figure 10), the system starts monitoring according the preset singles / doubles option. If the first bounce was not in the odd service court the side B service indicator will go on and will be kept on until the next reset command is issued.
  • Applicable scores and voice commands include: 15:0 'Fifteen love'; 0:15 'Love fifteen'; 30:15 Thirty fifteen'; 15:30 'Fifteen thirty'; 40:30 'Forty thirty'; 30:45 Thirty forty'; ad in (advantage in) 'Ad in'; ad out (advantage out) 'Ad out'.
  • the players will also be able to initiate a 'Reset #5' with the voice command 'B odd' (for tiebreaker etc.)
  • two cameras 10 monitor the two sides of the court 6.
  • the players choose the mode (singles/doubles), set the timer on or off and set the audio on or off. Also, the players will be able to choose voice command or manual commands for the reset functions.
  • the cameras 10 then monitor play on the court and frame grabbers (one per camera) digitize the image for the processing system.
  • the moving objects within the image are isolated and, comparing the objects to the calibrated image of the ball, all but the ball are filtered out.
  • the path of the ball is then fitted into a connected trajectory and, by locating a sudden change in the direction of the trajectory, the bounce of the ball is detected.
  • the bounce is determined to be in or out, and if out, a signal is triggered on the control board.
  • the board then actuates the appropriate audible and/or visual cue to indicate that the ball bounced out of court.
  • the system is then reset manually or by a timed reset and continues to monitor the court.
  • control board and reset functions can easily be monitored and controlled by that umpire or official.
  • the use of the timer and audible functions are optional.
  • the combination of the timer function and the audible signal allow play to continue relatively unabated.
  • the system can have its own independent scoreboard or can be hooked up to the official scoreboard at the court.
  • the following chart represents sample scoreboard/reset logic for automatic resetting of the system in response to a scoreboard change:

Abstract

There is provided a new and useful system for judging boundary lines on a court in sporting games, for determining whether a ball in play bounces in or out of court. The system comprises at least one camera to capture as frames movement of the ball and a frame grabber associated with each of the cameras to process the frames. An image processing system is configured to receive the digitized frame from the frame grabbers and to process the digitized frame to determine whether the ball is in or out of court and to generate a signal if the ball is out of court. There is an output device coupled to the image processing system to receive the signal and alert the players.

Description

TIT E OF THE INVENTION
SYSTEM AND METHOD FOR JUDGING BOUNDARY LINES
5 FIELD OF THE INVENTION
This invention relates to a system for judging boundary lines in sporting events, such as tennis, for automatic officiating of the game.
L0 BACKGROUND OF THE INVENTION
Today, all sporting games involving rules around boundaries depend on the (often-controversial) decisions of human judges. Unfortunately, as technology has helped the athlete and even the causal player perform at L5 greater levels, a human being's ability to judge a boundary line has not increased. Thus, at the competitive level there has been an increasing frequency in such controversial decisions.
For the recreational athlete, a game like tennis relies on the player making >0 the in or out call at the boundary line and the opposing player trusting that call.
This is unfortunately fraught with difficulties and many players feel the overwhelming need to cheat, or indeed to accuse their opponent of cheating.
In either case, there exists a strong need for a commercially viable system >5 for judging the boundary lines in such a game. Since it can readily be appreciated that these problems are not unique to the game of tennis, a system which could work for other sports with little or no modification would be highly desirable. Also, in order to be commercially viable, especially at the competitive level, such a system must not require any changes to the court, the players' equipment or the 50 ball and must not intrude upon the play of the game itself. The applicant is aware of several attempts to design and patent a system, each of which appears to have had little if any commercial success and each of which suffers from significant deficiencies.
One such system is described in U.S. Patent 5,489,886 of Wexler et al. That system requires up to 30 specially designed cameras to monitor the court and feed data into a processor. Given the huge amount of data generated by 30 such cameras, a super computer would be required. The Wexler et al. system also requires a camera placed under the net, in addition to the camera placed on each of the lines, which could interfere with the normal play of the game. The cost of such a system, if it worked, would be prohibitive to all but the hosts of the world's largest tournaments, such as Wimbledon. To the applicant's knowledge, however, this system did not work, and has never worked acceptably because of the lack of a suitable computer processor for the task.
Other examples known to the applicant include U.S. Patent 4,432,058 of Supran, which requires that the ball be conductive and the court be equipped with electrical circuits, U.S. Patent 4,866,414 of Diaconu et al. which requires the players to adapt their shoes and socks to the system and U.S. Patent 4,893,182 of Gautrand et al., which is designed for a static scene such as a bowling alley and thus would not function in a high speed game such as tennis.
It is therefore an object of the present invention to provide a system and method for judging boundary lines, which system is capable of processing and interpreting the movements of objects (most often balls), at potentially high speeds, thus enabling the automatic overseeing and judging of sporting games. The system can be used for many different types of games, from tennis, volleyball, soccer or hockey, to sports not involving balls but requiring the clear identification of boundaries. The process can be adopted to evaluate and judge the adherence to the given rules of a sport. SUMMARY OF THE INVENTION
In one aspect of the invention there is provided a system for judging boundary lines on a court in sporting games, for determining whether a ball in play
5 bounces in or out of court. The system comprises at least one camera to capture movement of the ball and a frame grabber associated with each of the cameras to process the movement as captured frames. An image processing system is configured to receive the captured frame from the frame grabbers and to process the captured frame as images to determine whether the ball is in or out of court
L0 and to generate a signal if the ball is out of court. There is an output device coupled to the image processing system to receive the signal and alert the players.
In another aspect of the invention, the cameras are equipped with auto-iris lenses to automatically adjust the aperture of the cameras. 15
In another aspect of the invention, the camera may be color or high speed black and white.
In another aspect of the invention, the image processing system comprises »0 a calibration sub-system and a recognition sub-system.
In another aspect of the invention, the calibration sub-system comprises a line recognition module, an image segmentation and region grouping module, a court line and region registration module, a supervised ball recognition module and .5 a look-up-table module
In another aspect of the invention, the recognition sub-system comprises a frame/sequence control module, a motion tracking module, an unsupervised automatic ball recognition module, a trajectory fitting module, a bounce detection SO module and an in/out judge module. In another aspect of the invention, there is provided a method of judging boundary lines on a court in sporting games in order to determine whether a ball in play bounces in or out of court in which the method utilizes at least one camera to capture movement of the ball, a frame grabber associated with each of the cameras to process the movement as captured frames and an image processing system configured to receive the captured frame from the frame grabbers and to process the captured frame. The method comprises the steps of: selecting a mode of game using an input device configured so as to control the system and commence a recognition sub-system; during play of the game, continuously capturing image frames from the frame grabbers; within the image frames locating and isolating moving objects; comparing the moving objects to a calibrated image of the ball so as to filter out any moving object which is not the ball; fitting a path of the ball into a connected trajectory; detecting a spot on the court where the ball bounces by locating within the trajectory a sudden change in direction and by fitting or calculating the coordinates of the bounce; determining whether the ball is in or out of court; transferring a signal to an output device if the ball is determined to be out of court.
BRIEF DESCRIPTION OF THE DRAWINGS
These and other advantages of the invention will become apparent upon reading the following detailed description and upon referring to the drawings in which:-
FIGURE 1 is a perspective view of an embodiment of the invention, in situ at a tennis court.
FIGURE 2 is a front plan view of control panel of the present invention. FIGURE 3 is a block diagram of the image processing system of the present invention.
FIGURES 4 to 10 are alternate schematic views of a mapped tennis court for use with the embodiment of the invention shown in Figure 1.
FIGURE 11 is a logic flow diagram for setting functions of the image processing system before use of the embodiment of the invention shown in Figure 1.
FIGURES 12 and 13 are alternate logic flow diagrams for the image processing system during play of the game.
While the invention will be described in conjunction with illustrated embodiments, it will be understood that it is not intended to limit the invention to such embodiments. On the contrary, it is intended to cover all alternatives, modifications and equivalents as may be included within the spirit and scope of the invention as defined by the appended claims.
DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS
In the following description, similar features in the drawings have been given similar reference numerals.
Turning to the drawings, Figure 1 illustrates a system 2 for judging boundary lines 4 on a court 6, illustrated for the purposes of this application as a tennis court, for determining whether a ball (not shown) in play on the court 6 bounces in or out of play. Although a tennis court has been illustrated, it will be apparent to those skilled in the art that the system may be used for many different types of games, from tennis, volleyball, soccer or hockey, to sports not involving balls but requiring the clear identification of boundaries. The system 2 comprises color or high speed black and white cameras 10 mounted near the court 6 in such a way that the field of view of the cameras 10 covers the boundary lines 4 of the court 6. One possible location for positioning the cameras 10 is in line with the net 12 at the centerline of the court 6, so that
5 two cameras 10 may be used, one to cover each side 14,16 of the court 6.
Preferably, the cameras 10 would be mounted approximately 3 to 5 meters above court level. The cameras 10 may also be mounted in line with the service lines 18, 20 on respective sides 14, 16 of the court 6. Alternate placement for the cameras would be possible, in order to maximize the field of
L0 view of the cameras 10, while minimizing the number of cameras required. It is contemplated that two cameras would be preferable, but up to four cameras would also be possible.
The cameras 10 are preferably equipped with auto-iris lenses which L5 automatically adjust the aperture of the lens. This allows for consistent shutter speed even when the ambient light may change, for example direct sun vs. shadow, or sunlight vs. artificial light.
Black and white or color cameras could be used for recreational clubs .0 and games where the speed of play is not as high as in professional tournaments. For the latter application, a black and white system will be preferable using progressive scan technology to provide sharper images.
A frame grabber which is associated with each camera 10 in order to .5 convert the image into computer readable form captures the image from the camera 10. The captured image can then be manipulated by the image processing system in the manner described more fully below.
The cameras 10 are electronically linked to a control panel 24, which 50 control panel may house the image processing system, as well as the control buttons and output indicators to relay an out signal to the players. As seen in Figure 2, the output devices can be indicator lights 26 or an audio indicator, illustrated by button 28. The function of the reset buttons 30 and the general reset button 32 shown on the control panel 24 will be described in more detail below. The control panel 24 can be remote, remote touch screen, voice command, attached or built-in.
With reference to the block diagram of the image processing system shown in Figure 3, it can be seen that the processing system is divided into 2 principle parts, the calibration sub-system and a recognition sub-system. The block diagram indicates the data flow and logic flow within the two sub-systems.
10
In the embodiment shown for use on a tennis court, the calibration subsystem is comprised of a line recognition module, an image segmentation and region grouping module, a court line and region module, a supervised ball recognition module and look-up table module.
The calibration sub-system is a supervised process, which occurs whenever the camera parameters are changed. Its purpose is to register the positions of boundary lines 4, namely the sidelines, the service lines and base lines of the court 6 so that the processing system may determine whether the
»0 ball is "in" or "out" in operation of the system. The processing system will recognize all the boundary lines in the image in off-line (non-real time) mode. Then the operator will use a pointing device, such as a mouse, to select the lines that correspond to the sidelines and base lines of the court. Under normal circumstances, a single calibration is all that is required, unless the camera
.5 parameters have changed.
The line recognition software module is configured to recognize lines (for example, tennis court lines) in the images. Ideally the lines should be straight. However, due to possible camera distortion (for example, an image resulting 50 from a wide angle) and possible noise or interference, the lines can appear to be broken curve segments in the digital images. The edge detection method, which uses a set of curve partitioning and grouping rules based on the perceptual organization of descriptive curve features, is therefore adopted. It tracks curve segments and joins them into an appropriate form of a curve structure according to its topological and geometrical properties. It also takes into consideration all variable lighting conditions. The operator will nonetheless be able to correct possible errors in the automatic recognition and identify the correct lines.
Once the sidelines and the base lines of the court are correctly recognized, the image segmentation and region grouping module is configured to record the in and out areas of the court based on input from the user.
The court line and region registration module saves the locations of the "in" and "out" regions given by the previous process in its permanent memory (hard drive). Whenever the real-time tracking system starts up, it will first check these registered regions. These registered values are valid unless the camera parameters are changed. The camera parameters include extrinsic parameters (the camera position and orientation) and intrinsic parameters (focal length, lens distortion and CCD grid sizes). A typical court mapping is shown in Figure 4. Each area shown is a minimum of 0.5 meters in length and as the court layout requires in length. Areas 40, 42 and 44 are considered in singles play and areas 40, 46 and 48 are considered in doubles play. Similarly, Figure 5 shows the out areas after the initial serve in singles play and Figure 6 shows the out areas after the initial serve in doubles play.
The supervised ball recognition module is another supervised process. In this process, a tennis ball will be put into the scene. The operator will click on the ball in the scene. The module is then configured to record the color or grey level range pattern of the ball.
The look-up-table module is configured to transform input image data into output data. For gray level frame grabbers, it is a 256-bytes table; for true color frame grabbers, the look-up table module is implemented as a mapping function. The purpose of applying the look-up table module is to maximize the intensity of the tennis ball while minimizing the intensity of the stationary background in the process of recognition. Hardware based look-up table modules can make the real time tracking and recognition easier.
5
Once the calibration sub-system is complete, the system is ready for use. Such use is described in the block diagram of the recognition sub-system, shown in Figure 3. In the embodiment shown, the recognition sub-system comprises a frame/sequence control module, a motion tracking module, an unsupervised
L0 automatic ball recognition module, a trajectory-fitting module, a bounce detection module and an in/out judge module.
The frame/sequence control module is configured to control the image grabbing timing in order to obtain continuous image frames from the frame [5 grabbers. It is desirable, but not mandatory, that a complete or almost complete image sequence is captured both for recognizing the tennis ball and for locating the trajectory (course) of the ball.
The motion-tracking module is configured to be triggered by any moving
»0 objects within the image sequence captured for the scene. The module is then configured to locate and isolate any moving objects from the background in the image frames. All objects found under motion will be passed to the ball recognition module.
15 The unsupervised automatic ball recognition module is based on the supervised ball calibration and the result of motion tracking. The module is configured to recognize all moving objects that are potentially tennis balls in the images. Unrelated moving pattern (possibly a tennis player, or, a bird that happens to fly by) should be filtered out.
50
At this stage in the process, the motion-tracking module and the unsupervised ball recognition module have captured a complete or almost - in ¬
complete course of the tennis ball. However, due to the camera view being blocked by a player or to the use of different shutter speed, there may be broken parts of the trajectory. Thus, the trajectory-fitting module is configured to fit the running course of the tennis balls into connected lines or curves.
Using the shape of the ball's trajectory, the bounce detection module is configured to detect the spot of bouncing by finding the sudden change of direction in the trajectory or by calculation, which is considered as the bouncing point on the ground of the tennis ball.
L0
The bounce is then passed to the in/out judge module, which is configured to determine whether the bounce is in or out based on a simple set of rules. Such rule set may include:
- if the bouncing spot overlaps with side lines or base lines, and inside the L5 region that is registered in calibration, it is "in"; or
- if the bouncing spot does not overlap with the lines, and outside the registered region, it is "out".
Figure 1 1 illustrates the logic flow for presetting the system before play of
10 the match begins, using the control panel. This will not change during the match, unless the players or the administrator (tournament) override the initial settings.
These functions have to be set before starting a tennis match and likely not change until finished. The Singles / Doubles - sets the system to scan either as singles
(Fig.5) or doubles (Fig.6) after the serve or according to timer if timer setting is 5 'ON'. The timer option gives the flexibility for setting the system to monitor the court in either singles or doubles mode simultaneously without issuing any additional command (Reset #1 on Figure 12. The logic flow diagrams 13 would thus no longer be applicable to the operation of the system). The system will indicate if a ball bounces OUT, pauses for 5 sec while keeping the indicator ON, then starts
50 monitoring again. If this option is chosen the system only monitors as shown in figures 5 or 6 and does not monitor the service areas, figures 7 through 10.
Therefore the service lines would have to be judged by the players. This is a very convenient way for clubs using the system on several tennis courts - once the system is set to this option it does not need any further adjustment and will watch the lines uninterrupted.
If the timer function is set to off, then the system functions according to the logic shown in figures 12 and 13. In that mode, i.e. timer function deactivated, it is preferable to have a voice command at the control panel in order to reset the system for the next rally. For tournaments, the system should be monitored by an administrator, by the chair umpire or a by line judge to ensure proper system setting after each out has been recorded, or to be hooked up to the official scoreboard (see the table on page 15).
Figure 12 illustrates the logic flow for the system monitoring the court after the service, according to the mode chosen, singles or doubles, i.e. figure 5 or figure 6 (or reset #1 (play) if timer mode is preferred). The system monitors the court until an OUT occurs, turns the appropriate indicator on, keeps it on and waits for the next reset command. The reset #6 command turns all indicators off and waits for the next reset command. If the audio function is set "on", in addition to the out indicators, a short (0.5 sec) sound will be given upon an OUT
Figure 13 illustrates the logic flow for the system when set to monitor the service areas, as shown in Figures 7 to 10 and continues from Figure 12, at "1".
In Reset #2, the serve is coming from side 'B' and should bounce in side 'A' even service court. The system looks for the first bounce on side 'A'. If the bounce was inside the even service court, including the lines (Figure 7), the system starts monitoring according to the preset singles/doubles option, as on Figure 12, continuing from "1". If the first bounce was not in the even service court the side A service indicator will go on and will be kept on until the next reset command is issued. Applicable scores and voice commands for this function include: 0:0; 15:15 'Fifteen all'; 30:30 Thirty all'; 40:40 'Forty all'; 15:40 'Fifteen forty'; 40:15 'Forty fifteen'; deuce 'Deuce'. Preferably, the player will also be able to initiate a 'Reset #2' with the voice command 'A even' (for tiebreaker etc.)
In Reset #3, the serve is coming from side 'B' and should bounce in side 'A' odd service court. The system looks for the first bounce on side 'A'. If the bounce was inside the odd service court, including the lines (Figure 8), the system starts monitoring according to the preset singles / doubles option. If the first bounce was not in the odd service court the side A service indicator will go on and will be kept on until the next reset command is issued.
Applicable scores and voice commands include "15:0 'Fifteen love'; 0:15 'Love fifteen'; 30:15 Thirty fifteen'; 15:30 'Fifteen thirty'; 40:30 'Forty thirty'; 30:45 Thirty forty'; ad in (advantage in) 'Ad in'; ad out (advantage out) 'Ad out'. The player will also be able to initiate a 'Reset #3' with the voice command 'A odd' (for tiebreaker etc.)
In Reset #4, the serve is coming from side 'A' and should bounce in side 'B' even service court. The system looks for the first bounce on side 'B'. If the bounce was inside the even service court, including the lines (Figure 9), the system starts monitoring according the preset singles / doubles option. If the first bounce was not in the even service court the side B service indicator will go on and will be kept on until the next reset command is issued.
Applicable scores and voice commands include: 0:0; 15:15 'Fifteen all'; 30:30 Thirty all'; 40:40 'Forty all'; 15:40 'Fifteen forty'; 40:15 'Forty fifteen'; deuce 'Deuce'. The players will also be able to initiate a 'Reset #4' with the voice command 'B even' (for tiebreaker etc.)
In Reset #5, the serve is coming from side 'A' and should bounce in side 'B' odd service court. The system looks for the first bounce on side 'B'. If the bounce was inside the odd service court, including the lines (Figure 10), the system starts monitoring according the preset singles / doubles option. If the first bounce was not in the odd service court the side B service indicator will go on and will be kept on until the next reset command is issued.
Applicable scores and voice commands include: 15:0 'Fifteen love'; 0:15 'Love fifteen'; 30:15 Thirty fifteen'; 15:30 'Fifteen thirty'; 40:30 'Forty thirty'; 30:45 Thirty forty'; ad in (advantage in) 'Ad in'; ad out (advantage out) 'Ad out'. The players will also be able to initiate a 'Reset #5' with the voice command 'B odd' (for tiebreaker etc.)
In a preferred embodiment therefore, two cameras 10 monitor the two sides of the court 6. Before the match begins, the players choose the mode (singles/doubles), set the timer on or off and set the audio on or off. Also, the players will be able to choose voice command or manual commands for the reset functions.
The cameras 10 then monitor play on the court and frame grabbers (one per camera) digitize the image for the processing system. The moving objects within the image are isolated and, comparing the objects to the calibrated image of the ball, all but the ball are filtered out. The path of the ball is then fitted into a connected trajectory and, by locating a sudden change in the direction of the trajectory, the bounce of the ball is detected. Following the logic flows set out above, the bounce is determined to be in or out, and if out, a signal is triggered on the control board. The board then actuates the appropriate audible and/or visual cue to indicate that the ball bounced out of court. The system is then reset manually or by a timed reset and continues to monitor the court.
It will be readily apparent to the skilled person in the art that where the system is being used in tennis matches involving a chair umpire, or other activities involving an official overseeing the game, the control board and reset functions can easily be monitored and controlled by that umpire or official. Thus, the use of the timer and audible functions are optional.
In matches where the players are on their own, the combination of the timer function and the audible signal allow play to continue relatively unabated. Indeed, the system can have its own independent scoreboard or can be hooked up to the official scoreboard at the court. The following chart represents sample scoreboard/reset logic for automatic resetting of the system in response to a scoreboard change:
Figure imgf000015_0001
Thus, it is apparent that there has been provided in accordance with the invention a system and method for judging boundary lines that fully satisfies the objects, aims and advantages set forth above. While the invention has been described in conjunction with illustrated embodiments thereof, it is evident that many alternatives, modifications and variations will be apparent to those skilled in the art in light of the foregoing description. Accordingly, it is intended to embrace all such alternatives, modifications and variations as fall within the spirit and broad scope of the invention.

Claims

I CLAIM:
1. A system for judging boundary lines on a court in sporting games for determining whether a ball in play bounces in or out of court; said system comprising: at least one camera to capture movement of said ball; a frame grabber associated with each of said at least one cameras to process said movement of said ball as captured frames; an image processing system configured to receive said captured frame from said frame grabbers and to process said captured frame as images to determine whether said ball is in or out of court and to generate a signal if said ball is out of court; an output device coupled to said image processing system to receive said signal.
2. The system of Claim 1 wherein said cameras have a shutter speed of at least 1/60th of a second.
3. The system of Claim 1 comprising at most four cameras.
4. The system of Claim 1 wherein said cameras are equipped with auto-iris lenses to automatically adjust the aperture of the cameras.
5. The system of Claim 1 wherein said cameras may be color or black and white.
6.. The system of Claim 1 comprising two cameras wherein said cameras are positioned on opposite sides of a centeriine transversely dividing said court into two sides, each of said cameras mounted approximately 3 to 5 metres above said court and positioned so as to monitor at least all of the boundary lines on one side of the centeriine.
7. The system of Claim 6 wherein said cameras are positioned so as to be aligned with said centeriine.
8. The system of Claim 1 wherein said captured frames comprise the images of said ball recorded by one of said cameras, wherein said images are converted into a continuous line to illustrate the trajectory of the ball.
9. The system of Claim 1 wherein said image processing system comprises a calibration sub-system and a recognition sub-system.
10. The system of Claim 9 wherein said calibration sub-system comprises a line recognition module, an image segmentation and region grouping module, a court line and region registration module, a supervised ball recognition module and a look-up-table module.
11. The system of Claim 10 wherein said line recognition module is configured to recognize and record said boundary lines in said images, using a method of edge detection to correct for distortions.
12. The system of Claim 10 wherein said image segmentation and region grouping module is configured to record in and out areas of the court based on input from the user.
13. The system of Claim 10 wherein said court line and region registration module is configured to save in and out areas of the court in permanent memory to be used as a comparison point each time the system is commenced.
14. The system of Claim 10 wherein said supervised ball recognition module is configured record as a calibrated image a color pattern of the ball placed in the image.
15. The system of Claim 10 wherein said look -up-table module is configured to transform input data into output data.
16. The system of Claim 15 wherein said look-up-table module is configured as a 256 bytes table.
17. The system of Claim 15 wherein said look-up-table module is configured as a mapping function.
18. The system of Claim 9 wherein said recognition sub-system comprises a frame/sequence control module, a motion-tracking module, an unsupervised automatic ball recognition module, a trajectory fitting module, a bounce detection module and an in/out judge module.
19. The system of Claim 18 wherein said frame/sequence control module is configured to control timing of image capture such that continuous image frames are captured from said frame grabbers.
20. The system of Claim 18 wherein said motion-tracking module is configured to locate and isolate moving objects within said image and pass said moving objects to the unsupervised automatic ball recognition module.
21. The system of Claim 18 wherein said unsupervised automatic ball recognition module is configured to compare moving objects within said image to a calibrated image of said ball so as to filter out any moving objects which is not the ball, thereby leaving an image of the ball.
22. The system of Claim 20 wherein said unsupervised automatic ball recognition module is configured to compare said moving objects within said image to a calibrated image of said ball so as to filter out any moving objects which is not the ball, thereby leaving an image of the ball.
23. The system of Claim 18 wherein said trajectory fitting module is configured to fit a path of said ball into a connected trajectory.
24. The system of Claim 22 wherein said trajectory fitting module is configured to fit a path of said ball into a connected trajectory.
25. The system of Claim 18 wherein said bounce detection module is configured to detect a spot on the court where the ball bounces by locating a sudden change in the direction of the ball.
26. The system of Claim 24 wherein said bounce detection module is configured to detect a spot on the court where the ball bounces by locating within said connected trajectory a sudden change in the direction of the ball.
27. The system of Claim 18 wherein said in/out judge module is configured to determine whether the ball has bounced in or out of court.
28. The system of Claim 26 wherein said in/out judge module is configured to determine whether the ball has bounced in or out of court by comparing the spot on the court where the ball bounces to the boundary lines and determining if the spot overlaps with the lines or does not overlap with the lines.
29. The system of Claim 1 further comprising an input device to select a mode of the game and selectively actuate and reset said system.
30. The system of Claim 29 wherein said input device comprises voice activated commands.
31. The system of Claim 29 wherein said input device comprises manually operable switches.
32. The system of Claim 29 wherein said input device comprises remotely operable switches.
33. The system of Claim 29 wherein said input device comprises remote touch screen operable switches.
34. The system of Claim 29 wherein said input device comprises separate wire connected operable switches.
35. The system of Claim 29 wherein said input device and said output device are housed within a single control unit.
36. The system of Claim 1 wherein said output device comprises an audible cue, activated upon receipt of said signal.
37. The system of Claim 1 wherein said output device is housed within a scoreboard,
38. The system of Claim 1 wherein said output device is wired to an existing scoreboard.
39. The system of Claim 1 wherein said output device comprises an visual cue, activated upon receipt of said signal.
40. A method of judging boundary lines on a court in sporting games in order to determine whether a ball in play bounces in or out of court, said method utilizing at least one camera to capture movement of said ball, a frame grabber associated with each of said at least one cameras to process said movement as captured frames and an image processing system arranged to receive said captured frame from said frame grabbers and to process said captured frame, said method comprising the steps of: selecting a mode of game using an input device configured so as to control said system and commence a recognition sub-system; during play of said game, continuously capturing image frames from said frame grabbers; within said image frames locating and isolating moving objects; comparing said moving objects to a calibrated image of said ball so as to filter out any moving object which is not said ball; fitting a path of said ball into a connected trajectory; detecting a spot on said court where the ball bounces by locating within said trajectory a sudden change in direction; determining whether said ball is in or out of court; transferring a signal to an output device if said ball is determined to be out of court.
41. The method of Claim 40 further comprising an initial calibration sequence performed when said system is initially set up at said court or when configuration of said cameras has changed.
42. The method of Claim 41 wherein said calibration sequence comprises the steps of recognizing and recording said boundary lines in said images, recording in and out areas of said court, saving said in and out areas in permanent memory, recording a color or grey level range pattern of said ball, and creating a look-up table to transform input data into output data.
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Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1617374A1 (en) * 2003-04-11 2006-01-18 National Institute of Information and Communications Technology Incorporated Administrative Agency Image recognizing device and image recognizing program
WO2013025477A1 (en) * 2011-08-12 2013-02-21 Edh Holdings (South Africa) (Pty) Ltd. Ball trajectory and bounce position detection
WO2014005561A1 (en) * 2012-07-04 2014-01-09 Vach Radomir Equipment using cameras for recording and displaying impact of the ball around the lines of the playing area
WO2014170527A1 (en) * 2013-04-17 2014-10-23 Foxtenn Bgreen, S. L. Method and system for determining if a spherical element strikes a component of a playing field, or on or close to same
US10441866B2 (en) 2013-04-17 2019-10-15 Foxtenn Bgreen, S.L. Method and system for determining whether a spherical element impacts with a component of a playing field, or arranged on or proximate thereto
CN112245889A (en) * 2020-09-08 2021-01-22 陈远舟 Method and system for automatically judging tennis ball out of bounds

Families Citing this family (59)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
ITRM20010045A1 (en) * 2001-01-29 2002-07-29 Consiglio Nazionale Ricerche SYSTEM AND METHOD FOR DETECTING THE RELATIVE POSITION OF AN OBJECT COMPARED TO A REFERENCE POINT.
US8617008B2 (en) * 2001-09-12 2013-12-31 Pillar Vision, Inc. Training devices for trajectory-based sports
US7094164B2 (en) * 2001-09-12 2006-08-22 Pillar Vision Corporation Trajectory detection and feedback system
US10360685B2 (en) * 2007-05-24 2019-07-23 Pillar Vision Corporation Stereoscopic image capture with performance outcome prediction in sporting environments
US8409024B2 (en) 2001-09-12 2013-04-02 Pillar Vision, Inc. Trajectory detection and feedback system for golf
GB0212194D0 (en) * 2002-05-28 2002-07-03 Marshall John R Game ball monitoring method and apparatus
US8025571B2 (en) * 2003-03-01 2011-09-27 The Directv Group, Inc. Television interactive gaming having local storage of game portal
US7361083B2 (en) * 2003-07-01 2008-04-22 Gaelco, S.A. Multimedia system and method for remote monitoring or refereeing in dart machines
JP5032312B2 (en) 2004-07-02 2012-09-26 トラックマン・アクティーゼルスカブ Method and apparatus for measuring a deviation between an actual direction of a projectile and a predetermined direction
US10393870B2 (en) 2005-03-03 2019-08-27 Trackman A/S Determination of spin parameters of a sports ball
US20060287140A1 (en) * 2005-06-16 2006-12-21 Brandt Richard A Automated line calling system
US7640824B2 (en) * 2006-09-13 2010-01-05 Gm Global Technology Operations, Inc. Central lock device of an adjustable steering column assembly
US20080163314A1 (en) * 2006-12-28 2008-07-03 Lang Lin Advanced information display method
US20080159592A1 (en) * 2006-12-28 2008-07-03 Lang Lin Video processing method and system
WO2008103440A2 (en) * 2007-02-23 2008-08-28 Hawk-Eye Sensors Limited System and method of preparing a playing surface
US8408982B2 (en) 2007-05-24 2013-04-02 Pillar Vision, Inc. Method and apparatus for video game simulations using motion capture
US8199199B1 (en) 2007-08-15 2012-06-12 Yuriy Shlyak Method and system for real time judging boundary lines on tennis court
US8189857B2 (en) * 2007-09-07 2012-05-29 EDH Holding (Pty) Ltd Methods and processes for detecting a mark on a playing surface and for tracking an object
US8734214B2 (en) * 2007-11-29 2014-05-27 International Business Machines Corporation Simulation of sporting events in a virtual environment
US9300912B2 (en) * 2008-03-28 2016-03-29 Microsoft Technology Licensing, Llc Software based whiteboard capture solution for conference room meetings
US7771295B2 (en) * 2008-10-03 2010-08-10 Braun Jeffrey S Off court tennis
KR102267575B1 (en) 2009-01-29 2021-06-22 트랙맨 에이/에스 An assembly comprising a radar and an imaging element
US20120113244A1 (en) * 2010-08-13 2012-05-10 Certusview Technologies, Llc Methods, apparatus and systems for marking material color detection in connection with locate and marking operations
US9046413B2 (en) 2010-08-13 2015-06-02 Certusview Technologies, Llc Methods, apparatus and systems for surface type detection in connection with locate and marking operations
CA2811639A1 (en) 2010-09-17 2012-03-22 Jeffrey Farr Methods and apparatus for tracking motion and/or orientation of a marking device
US10118078B2 (en) 2011-11-02 2018-11-06 Toca Football, Inc. System, apparatus and method for ball throwing machine and intelligent goal
GB2496428B (en) * 2011-11-11 2018-04-04 Sony Corp An apparatus, method and system for detecting the position of a sporting projectile
EP2605036B1 (en) 2011-12-16 2019-10-23 Trackman A/S A method and a sensor for determining a direction-of-arrival of impingent radiation
EP2782338A1 (en) 2013-03-22 2014-09-24 1.TDS Polska Sp. z o. o. System for video verification of events on the sports field
US8948457B2 (en) 2013-04-03 2015-02-03 Pillar Vision, Inc. True space tracking of axisymmetric object flight using diameter measurement
EP3010229B1 (en) * 2013-06-14 2019-02-06 Hitachi, Ltd. Video surveillance system, video surveillance device
WO2017008218A1 (en) * 2015-07-10 2017-01-19 张阳 Hawk-eye identification method and system in tennis match
US10143907B2 (en) * 2015-12-09 2018-12-04 Gregoire Gentil Planar solutions to object-tracking problems
EP3187233A1 (en) 2015-12-30 2017-07-05 TDS Polska Sp. z o. o. The video-based verification system for the ball-line events for the referees of the netball matches
US10379214B2 (en) 2016-07-11 2019-08-13 Trackman A/S Device, system and method for tracking multiple projectiles
US10444339B2 (en) 2016-10-31 2019-10-15 Trackman A/S Skid and roll tracking system
US10258826B2 (en) 2016-11-03 2019-04-16 Ronald J. Meetin Information-presentation structure with post-impact duration-adjustable impact-sensitive color change
US10071283B2 (en) * 2016-11-03 2018-09-11 Ronald J. Meetin Information-presentation structure with impact-sensitive color changing incorporated into sports-playing structure such as basketball or volleyball court
US10010751B2 (en) * 2016-11-03 2018-07-03 Ronald J. Meetin Information-presentation structure with impact-sensitive color changing incorporated into football or baseball/softball field
US9764216B1 (en) * 2016-11-03 2017-09-19 Ronald J. Meetin Information-presentation structure with impact-sensitive color change to different colors dependent on location in variable-color region of single normal color
US9855485B1 (en) 2016-11-03 2018-01-02 Ronald J. Meetin Information-presentation structure with intelligently controlled impact-sensitive color change
US10288500B2 (en) * 2016-11-03 2019-05-14 Ronald J. Meetin Information-presentation structure using electrode assembly for impact-sensitive color change
US9925415B1 (en) * 2016-11-03 2018-03-27 Ronald J. Meetin Information-presentation structure with impact-sensitive color change chosen to accommodate color vision deficiency
US10258859B2 (en) 2016-11-03 2019-04-16 Ronald J. Meetin Information-presentation structure with visible record of color-changed print area at impact location
US9744429B1 (en) * 2016-11-03 2017-08-29 Ronald J. Meetin Information-presentation structure with impact-sensitive color change and restitution matching
US10004948B2 (en) 2016-11-03 2018-06-26 Ronald J. Meetin Information-presentation structure with impact-sensitive color changing incorporated into tennis court
US10130844B2 (en) * 2016-11-03 2018-11-20 Ronald J. Meetin Information-presentation structure with impact-sensitive color change to different colors dependent on impact conditions
US10112101B2 (en) 2016-11-03 2018-10-30 Ronald J. Meetin Information-presentation structure with impact-sensitive color change and sound generation
US10258827B2 (en) 2016-11-03 2019-04-16 Ronald J. Meetin Information-presentation structure with impact-sensitive color-change and image generation
US10989791B2 (en) 2016-12-05 2021-04-27 Trackman A/S Device, system, and method for tracking an object using radar data and imager data
KR101973655B1 (en) * 2018-03-05 2019-08-26 주식회사 디아이블 Method and apparatus for automatic identification of sports court and subsequent in/out determination
WO2020097494A1 (en) 2018-11-08 2020-05-14 Full-Swing Golf, Inc. Launch monitor
US20220270367A1 (en) * 2019-03-24 2022-08-25 Dibl Co., Ltd. Method and device for automatically recognizing sport court and determining in/out on basis of same
US11351436B2 (en) 2019-06-24 2022-06-07 Garmin Switzerland Gmbh Hybrid golf launch monitor
US11207582B2 (en) * 2019-11-15 2021-12-28 Toca Football, Inc. System and method for a user adaptive training and gaming platform
US11514590B2 (en) 2020-08-13 2022-11-29 Toca Football, Inc. System and method for object tracking
US11710316B2 (en) 2020-08-13 2023-07-25 Toca Football, Inc. System and method for object tracking and metric generation
CN112046797B (en) * 2020-09-11 2022-06-24 中国空间技术研究院 Capturing and docking device
US11253768B1 (en) * 2021-01-30 2022-02-22 Q Experience LLC Combination systems and methods of safe laser lines for delineation detection, reporting and AR viewing

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4432058A (en) 1979-07-17 1984-02-14 Supran Lyle D Micro-computer network systems for making and using automatic line-call decisions in tennis
US4866414A (en) 1988-04-04 1989-09-12 Sever Diaconu Optoelectronic lawn tennis linesman system
US4893182A (en) 1988-03-18 1990-01-09 Micronyx, Inc. Video tracking and display system
US5489886A (en) 1992-08-07 1996-02-06 Alos-Officiating Tennis System Limited Automatic line officiating system and method thereof

Family Cites Families (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4004805A (en) 1974-08-30 1977-01-25 Chen Kun Mu Electronic line monitoring system for a tennis court
JPS5161213A (en) 1974-11-26 1976-05-27 Sony Corp
DE2967150D1 (en) 1978-07-10 1984-09-06 William Charles Carlton An electrically operated line monitor for tennis
GB2058581B (en) 1978-11-10 1983-08-03 Carlton W C Assessment of where ball strikes ground in tennis
US4365805A (en) * 1980-12-17 1982-12-28 Carl Levine System for monitoring tennis court boundary lines
US4545576A (en) * 1982-01-15 1985-10-08 Harris Thomas M Baseball-strike indicator and trajectory analyzer and method of using same
CA1244902A (en) 1987-04-24 1988-11-15 John A. Van Auken Electrically conductive tennis ball and line calling system
JP3222456B2 (en) 1990-07-30 2001-10-29 株式会社東芝 Video monitoring system, transmitting device, receiving device, and video monitoring method
US5150895A (en) 1990-11-06 1992-09-29 Richard Berger Method of and system for determining a position of ball relative to a playing field, and ball provided therefor
US5082263A (en) 1990-11-06 1992-01-21 Richard Berger Method of and system for determining position of tennis ball relative to tennis court, and tennis ball provided therefor
CA2038898A1 (en) 1991-03-22 1992-09-23 John S. Hancharyk Out-of-bounds monitor for court games
US5138322A (en) 1991-08-20 1992-08-11 Matrix Engineering, Inc. Method and apparatus for radar measurement of ball in play
AU7975094A (en) * 1993-10-12 1995-05-04 Orad, Inc. Sports event video
CA2113493C (en) 1994-01-14 1999-02-02 David M. Alexander Method for the identification and correction of line-call errors in tennis
WO1996004047A1 (en) 1994-07-29 1996-02-15 John Reuben Marshall Game ball monitoring method and apparatus
DE19505826A1 (en) 1995-02-21 1996-08-22 Ruediger Schrott Device for recognizing the contact surface of a sports object on the playing field or floor
CA2248069A1 (en) 1995-03-06 1996-09-12 Bell, Deryl L. Computer based event capturing system having flexible storage
US5808695A (en) * 1995-06-16 1998-09-15 Princeton Video Image, Inc. Method of tracking scene motion for live video insertion systems
US5908361A (en) 1995-12-22 1999-06-01 Signal Processing Systems, Inc. Automated tennis line calling system
US6093923A (en) 1996-09-11 2000-07-25 Golf Age Technologies, Inc. Golf driving range distancing apparatus and methods
US5800292A (en) * 1996-07-08 1998-09-01 Steven James Brace Tennis court boundary detection system
CA2228679A1 (en) 1998-02-04 1999-08-04 Gridzero Technologies Inc. Surveillance systems
US6233007B1 (en) * 1998-06-22 2001-05-15 Lucent Technologies Inc. Method and apparatus for tracking position of a ball in real time
DE19954504A1 (en) 1998-11-12 2000-06-21 Schrott Ruediger Detecting point of incidence of tennis ball on court involves acquiring sequences of images of court using camera, comparing derived ball direction change position with boundary lines
GB9929193D0 (en) 1999-12-10 2000-02-02 Roke Manor Research Video processing apparatus

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4432058A (en) 1979-07-17 1984-02-14 Supran Lyle D Micro-computer network systems for making and using automatic line-call decisions in tennis
US4893182A (en) 1988-03-18 1990-01-09 Micronyx, Inc. Video tracking and display system
US4866414A (en) 1988-04-04 1989-09-12 Sever Diaconu Optoelectronic lawn tennis linesman system
US5489886A (en) 1992-08-07 1996-02-06 Alos-Officiating Tennis System Limited Automatic line officiating system and method thereof

Cited By (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1617374A1 (en) * 2003-04-11 2006-01-18 National Institute of Information and Communications Technology Incorporated Administrative Agency Image recognizing device and image recognizing program
EP1617374A4 (en) * 2003-04-11 2008-08-13 Nat Inst Inf & Comm Tech Image recognizing device and image recognizing program
US7515735B2 (en) 2003-04-11 2009-04-07 National Institute Of Information And Communication Technology Incorporated Administrative Agency Image recognition system and image recognition program
US9036864B2 (en) 2011-08-12 2015-05-19 Edh Holdings (South Africa) (Pty) Ltd. Ball trajectory and bounce position detection
WO2013025477A1 (en) * 2011-08-12 2013-02-21 Edh Holdings (South Africa) (Pty) Ltd. Ball trajectory and bounce position detection
WO2014005561A1 (en) * 2012-07-04 2014-01-09 Vach Radomir Equipment using cameras for recording and displaying impact of the ball around the lines of the playing area
WO2014170527A1 (en) * 2013-04-17 2014-10-23 Foxtenn Bgreen, S. L. Method and system for determining if a spherical element strikes a component of a playing field, or on or close to same
US20160086323A1 (en) * 2013-04-17 2016-03-24 Foxteen Bgreen , S.L. Method and system for determining whether a spherical element impacts with a component of a playing field, or arranged on or proximate thereto
AU2014255637B2 (en) * 2013-04-17 2016-09-15 Foxtenn Bgreen, S. L. Method and system for determining if a spherical element strikes a component of a playing field, or on or close to same
US9953424B2 (en) 2013-04-17 2018-04-24 Foxtenn Bgreen, S.L. Method and system for determining whether a spherical element impacts with a component of a playing field, or arranged on or proximate thereto
US10441866B2 (en) 2013-04-17 2019-10-15 Foxtenn Bgreen, S.L. Method and system for determining whether a spherical element impacts with a component of a playing field, or arranged on or proximate thereto
CN112245889A (en) * 2020-09-08 2021-01-22 陈远舟 Method and system for automatically judging tennis ball out of bounds
CN112245889B (en) * 2020-09-08 2023-12-05 陈远舟 Method and system for automatically judging out-of-bounds tennis

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EP1347807A2 (en) 2003-10-01
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US20020122115A1 (en) 2002-09-05
ATE341372T1 (en) 2006-10-15
DE60123660D1 (en) 2006-11-16
WO2002053232A3 (en) 2003-04-10
AU2002218899B2 (en) 2006-06-01

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