EP2859532A1 - Systems and methods of camera-based body-motion tracking - Google Patents
Systems and methods of camera-based body-motion trackingInfo
- Publication number
- EP2859532A1 EP2859532A1 EP13812975.4A EP13812975A EP2859532A1 EP 2859532 A1 EP2859532 A1 EP 2859532A1 EP 13812975 A EP13812975 A EP 13812975A EP 2859532 A1 EP2859532 A1 EP 2859532A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- information
- location
- motion
- fingertip
- camera
- Prior art date
- Legal status (The legal status 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 status listed.)
- Withdrawn
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T19/00—Manipulating three-dimensional [3D] models or images for computer graphics
- G06T19/20—Editing of three-dimensional [3D] images, e.g. changing shapes or colours, aligning objects or positioning parts
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/017—Gesture based interaction, e.g. based on a set of recognized hand gestures
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0484—Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
- G06F3/04842—Selection of displayed objects or displayed text elements
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/254—Analysis of motion involving subtraction of images
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20212—Image combination
- G06T2207/20224—Image subtraction
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30196—Human being; Person
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2219/00—Indexing scheme for manipulating 3D models or images for computer graphics
- G06T2219/20—Indexing scheme for editing of 3D models
- G06T2219/2016—Rotation, translation, scaling
Definitions
- the present disclosure relates to visual tracking of objects, and more specifically, to camera-based tracking of fingertips.
- FIG. 1 depicts one embodiment of a system for camera-based fingertip tracking.
- FIG. 2 is a hardware block diagram of one embodiment of the computer from FIG. 1 .
- FIG. 3 illustrates a pixel grid utilized by the fingertip tracking logic from FIG. 2.
- FIG. 4 is a flowchart of the operation in one embodiment of the fingertip tracking logic from FIG. 2.
- FIG. 5 illustrates the operation of the mapping block from FIG. 4.
- FIG. 6 depicts one example architecture which can be used to implement the fingertip tracking logic from FIG. 2.
- FIG. 7 depicts another example architecture which can be used to implement the fingertip tracking logic from FIG. 2.
- FIG.8 depicts an eyewear device embodiment that projects an image viewable to the user and which allows user input to interact with the image.
- FIG. 9 illustrates an alternative eyewear device embodiment in the form of a contact lens.
- FIG. 10 illustrates a system embodiment that utilizes a holographic image.
- FIG. 1 1 illustrates a system for translating sign language information.
- FIG. 12 depicts a flow chart of operation which can be used to translate sign language information.
- FIG. 13 depicts a flow chart of operation which can be used to manipulate a virtual object.
- FIG. 14 depicts a flow chart of operation for identifying and tracking body part information in video images.
- One such method includes identifying at least one location of a fingertip in at least one of the video frames, and mapping the location to a user input based on the location of the fingertip relative to a virtual user input device.
- One such system includes a video camera, memory and a processor.
- the video camera is configured to produce a series of video frames.
- the memory is configured to store program code, and the processor is programmed by the program code to: examine at least one of the video frames to identify at least one location of a fingertip within the video frame; and map the location to a one of a plurality of
- predetermined user inputs based on the location of the fingertip relative to a virtual user input device.
- a video camera captures motion of one or more fingertips in a series of video frames.
- Software analyzes the video frames to identify a fingertip location and/or movement in the video frames. Based on location of the fingertip relative to a virtual user input device, the software maps the fingertip to a virtual input such as a key or mouse location, and provides this input to an application.
- FIG. 1 depicts one embodiment of a system for camera-based fingertip tracking.
- System 100 includes a computer 1 10 in communication with a digital video camera 120.
- Video camera 120 captures digital images in its field of view, and fingertip tracking logic 250 (see FIG. 2) analyzes series of captured images to track the location and motion of fingertips.
- Logic 250 then maps the fingertip location and/or motion to data that is usable by an application running on computer 1 10.
- logic 250 maps fingertip location and/or motion to a key, a combination of keys, a mouse click, or a mouse movement.
- video camera 120 is located near computer 1 10, with at least one fingertip 130 positioned in the field of view of video camera 120.
- other locations for video camera 120 are possible, as long as video camera 120 is in
- video camera 120 is separate from computer 1 10, but in other embodiments video camera 120 is integrated with computer 1 10.
- a display 140 also shown in FIG. 1 is a display 140 (optional).
- computer 1 10 presents a keyboard representation on display 140. The user points to locations on the keyboard representation, fingertip tracking logic 250 tracks the location and motion of fingertips relative to this keyboard representation, then maps the location and/or motion to keyboard locations.
- computer 1 10 projects a keyboard representation onto a surface. The user's fingers are not required to touch the display or the surface in these embodiments. Instead, the user's interaction is with the representation of the keyboard rather than a physical object, since fingertip tracking logic 250 detects fingertip location and tracks fingertip motion rather than touch or contact.
- FIG. 2 is a hardware block diagram of one embodiment of computer 1 10.
- Computer 1 10 contains a number of components that are familiar to a person of ordinary skill in the art.
- FIG. 2 omits a number of conventional components, known to those skilled in the art, that are not necessary to explain the operation of the computer.
- Components of computer 1 10 include a processor 210, memory 220, and storage 230 (e.g., hard disk, flash RAM, flash ROM, EEPROM, etc.). These components are coupled via a bus 240.
- Bus 240 may include multiple types of buses such as a dedicated memory bus, a combined memory-IO bus, and/or one or more peripheral buses (e.g., universal serial bus, IEEE 1394, etc.).
- the computer is also in communication with video camera 120. In the example of FIG. 2, video camera 120 is connected via bus 240.
- computer 1 10 includes a network interface (not shown), and video camera 120 communicates with computer 1 10 over a network (e.g., Ethernet, WiFi, Internet, etc.).
- a network e.g., Ethernet, WiFi, Internet, etc.
- fingertip tracking logic 250 is implemented as executable instructions stored in memory 220 and executed by processor 210. In other embodiments, fingertip tracking logic 250 is implemented in hardware logic (e.g., an application-specific integrated circuit).
- Logic 250 is described herein as residing within the same computer 1 10 which contains video camera 120. However, a person of ordinary skill in the art should appreciate that the functionality of these components could be distributed in other ways. The operation of fingertip tracking logic 250 will now be described in conjunction with FIGs. 3-6.
- Fingertip tracking logic 250 analyzes video frames captured from video camera 120, where each frame is processed as a pixel grid 310, shown in FIG. 3. At least one portion of the pixels within pixel grid 310 are identified by logic 250 as a fingertip 130 (see FIG. 1 ). In some embodiments, logic 250 identifies multiple fingertips 130, each corresponding to a different portion of pixel grid 310.
- FIG. 4 is a flowchart of the operation in one embodiment of fingertip tracking logic 250.
- a positioning stage (block 410) compares each pixel in a current frame with the same pixel in the previous frame. If the grayscale (or color, if color is used) of the pixel has changed significantly, the current pixel is then compared with other neighboring pixels. A pixel with changed grayscale that is also brighter than its surroundings it is considered to be a "target" pixel since fingertip 130 tends to be brighter than its surrounding area. Determining that a particular target pixel may correspond to fingertip 130 thus locates the potential fingertip's location in space. Various embodiments may track different numbers of fingertips.
- a tracking stage (block 420) tracks the motion of the target pixel by removing the background, averaging the grayscales of corresponding pixels in the two frames, and determining motion by subtracting the pixel grayscale from the second frame.
- Motion of these "confirmed" pixels, corresponding to fingertips, are tracked (block 440). As in block 420, the tracking is performed by removing the background, averaging the grayscales of corresponding pixels in the two frames, and determining motion by subtracting the pixel grayscale from the second frame.
- this embodiment of fingertip tracking logic 250 maps fingertips 130 from locations within pixel grid 310 to user input (block 450), and directs the user input to applications running on the computer 1 10 (block 460).
- the techniques described herein allow tracking of all fingertips independently and in free space, which permits greater flexibility and provides more information from gestures.
- FIG. 5 illustrates the operation of mapping block 450 in more detail. At least a portion of pixel grid 310 corresponds to a virtual keyboard 510. Each key 520 of virtual keyboard 510 corresponds to a set of pixel locations within grid 310. In the example of FIG. 5, the number "1 " key (310) is located at grid location [3,3]. This embodiment of fingertip tracking logic 250 therefore maps fingertip 130 to the "1 " key on keyboard 510 when that fingertip 130 is located at location grid location [3,3]. In some embodiments, a key mapping is not determined until a fingertip 130 has stayed in the same location for a specific period of time.
- mapping fingertip motion to user input treats fingertip motion as movement of a pointing device (e.g., mouse, trackball).
- the software converts motion of the index fingertip in free space to motion of the index finger on the pixel grid, which is mapped to moving a pointer on a virtual surface.
- One embodiment uses a special location on the grid to represent mouse actions such as a button click or double click, so that moving the index finger to this location acts as a click or double click.
- the mouse action is not activated until a fingertip 130 has stayed in the same click or double click location for a specific period of time.
- FIG. 6 depicts one example architecture which can be used to implement fingertip tracking logic 250.
- Device drivers for particular input devices provide low-level events to an operating system 610.
- This example includes a mouse driver 620 and a keyboard driver 630, which provide mouse events 640 and key events 650 to operating system 610.
- Operating system 610 then provides user interface events 660, 670 to various applications 680 executing on computer 1 10.
- operating system 610 translates from low-level events to corresponding user interface events, though this translation may not be present in all embodiments.
- the key sequence "Control-A" may be received by operating system 610 as two keystroke events, but translated into a single user interface event for the application.
- a camera driver 690 interfaces to the video camera 120 of FIG. 1 , and fingertip tracking logic 250 retrieves frames from camera driver 690.
- Logic 250 determines fingertip locations and/or motion, then translates location and motion information (relative to the frame or grid) into user input. (This operation was described earlier in connection with FIGs. 3-5.)
- This user input in the form of mouse-specific or keyboard-specific data, is provided to mouse driver 620 and keyboard driver 630 (respectively).
- fingertip tracking logic 250 operates as a mouse and a keyboard from the perspective of the mouse and keyboard drivers.
- Some embodiments of fingertip tracking logic 250 may also use an application-specific mapping 695 (e.g., specific to a word processor, spreadsheet, etc.)
- FIG. 7 depicts another example architecture which can be used to implement fingertip tracking logic 250.
- This architecture is similar to that of FIG. 6, but fingertip tracking logic 250 itself operates as a mouse driver (by providing a mouse driver interface 710) and as a keyboard driver (by providing a keyboard driver interface 720). That is, fingertip tracking logic 250 provides the same interfaces to operating system 610 that mouse driver 620 and keyboard driver 630 do.
- Embodiments of fingertip tracking logic 250 can control robots from a remote location, which may be used in many different fields and applications.
- One example is medical diagnostic and surgical procedures.
- Another example is military applications, for example a targeting system.
- the techniques described herein can be extended through the use of multiple cameras to implement a three-dimensional tracking system, in which fingertip movement is tracked in three coordinate planes.
- system 100 is located in an operating room and used by a person such as a surgeon.
- a display which displays, in the field of view of video camera 120, the output of an application such as an image viewer.
- the user interacts with the image viewer and manipulates the displayed image (e.g., a diagnostic image of the patient) by pointing.
- fingertip tracking logic 250 identifies the pointed-to portions of the image, and translates this to input provided to the image viewer.
- Other types of applications are also contemplated (e.g., web browser, file manager, etc.).
- a variation on this embodiment utilizes gloves which include a marker (e.g., color, fluorescent, etc.) in the fingertip area.
- a marker e.g., color, fluorescent, etc.
- an eyewear device 80 that is shown in FIG. 8.
- the eyewear device 80 displays an image field 85' to a user that is generated on lenses 85a, b.
- a virtual object 87' (such as a bat) is displayed in the image field, which is also generated on the lenses as 87a, b.
- This image may be provided in a 3D or 2D perspective.
- the eyewear device 80 includes a first camera 81 and an optional second camera 82 located on the corners of the frame.
- the eyewear device 80 is also shown with a processor 83 and power supply 84, which would make the remote and wireless.
- a user wearing the eyewear device 80 can manipulate the virtual object 87' by interaction with the user's hand(s), finger(s), and/or other portion of the user's body, such as according to the programming described herein.
- a contact lens 90 that generates an image 95.
- the lens 90 also includes a camera 91 and power source 93.
- the contact lens is worn in conjunction with at least one camera positioned elsewhere on the user.
- a system shown in FIG. 10 that includes a holographic generator 106, that produces a holographic image field 105'.
- the image field 105' displays a virtual object 107', such as a heart as shown.
- the system includes at least one camera.
- the system includes a first and second camera 101 , 102 which can track the motions of a user's hand, finger(s), fingertips, or other portion of the user's body.
- the system 1 10 involves the input of images from an information provider's body part (such as a hand, finger, and/or fingertip) 1 13 acquired through one or more cameras 1 1 1 , 1 12 and inputted into a computer 1 14.
- the computer 1 14 is programmed to process, typically by a processor 1 16, the images by correlating the input of information with a unit of information stored on a computer readable medium 1 15, either in the computer 1 14, or in communication with the computer 1 14.
- the stored information is conveyed to a receiver 1 17 in a form different from that provided by user 1 13.
- the information conveyed to the receiver may be visual information pertaining to correlative image or words pertaining to the unit of information intended to be conveyed by the user 1 13.
- the user may provide hand/finger/body part motion pertaining to a first sign language to convey a unit of information pertaining to an "apple”.
- the output of information to the receiver may be a visual image of an apple, a spoken word "apple", tactile information (such as Braille) or images of hand/finger motion pertaining to a sign language word for "apple” but in a different sign language version.
- Sign languages have different versions just like written or spoken languages are different.
- the English version sign language motion for "apple” may be processed to produce an image for a Spanish version sign language hand/finger/bodypart motion.
- the embodiment provides the ability to translate one version of sign language into another version of sign language, and/or translate sign language into an image or written form understandable by one who does not necessarily know sign language.
- a computer such as 1 14 from FIG. 1 1 , is programmed to 121 -receive images from a camera pertaining to motion of a provider's hand and/or fingers regarding a first unit of sign language information; 122- process the images to correlate the motion to a stored unit of information stored on a computer readable medium; and 123 output a translated unit of information to a receiver in a form different from the first unit of information.
- the computer 1 14 is programmed to identify from the images pixels corresponding to the hand and/or fingertip(s) and tracking motion of the hand/or fingertip(s) based on pixels in the images. For example, as illustrated in the block diagram of FIG.
- the computer is programmed to 141 - identify target pixels corresponding to potential fingertips; 142-track motion of target pixels; 143-determine whether target pixels are confirmed pixels; and 144-track motion of confirmed pixels corresponding to fingertips. It is noted that reference to "fingertips" in FIG. 14 is intended to pertain to a hand, finger, fingers, fingertip and/or fingertips depending on the application.
- the system includes a computer programmed to 131 - actualize a virtual object to a user; 132-acquire a series of video frames from a camera; 133- identify in a video frame target pixels corresponding to a fingertip; 134-track motion of target pixels in a subsequent video frame; 135-determine whether target pixels are confirmed pixels pertaining to the fingertip; 136-track motion of confirmed pixels corresponding to fingertip; and 137-map fingertip position and/or motion to virtual object. It is noted that reference to "fingertip" in FIG.
- the actualizing of an image may be in the presentation of the image to a user via a screen, lens, holographic image, and the like.
- a system that processes image information, correlates the image information with a stored unit of information, and outputs the stored unit of information in a form different to that of the original inputted form.
- the output of information may take a number of different forms, including, but not limited to, aural, visual, electrical or neuroelectrical information interpretable by the receiver.
- the image information may be obtained at one location and transferred via a network or internet to another location for outputting. Processing of the information may be conducted at the location of image collection or information outputting or at a separate third location. Also, the image information may be stored for later processing.
- the aspects of the system embodiment described in this paragraph is applied to system embodiments such as described and illustrated in reference to FIGs 1 1 -13
- the systems and methods disclosed herein can be embodied in any computer- readable medium for use by or in connection with an instruction execution system, apparatus, or device.
- instruction execution systems include any computer-based system, processor-containing system, or other system that can fetch and execute the instructions from the instruction execution system.
- a "computer-readable medium" can be any means that can contain, store, communicate, propagate, or transport the program for use by, or in connection with, the instruction execution system.
- the computer readable medium can be, for example but not limited to, a system or propagation medium that is based on electronic, magnetic, optical,
- a computer-readable medium using electronic technology would include (but are not limited to) the following: an electrical connection (electronic) having one or more wires; a random access memory (RAM); a read-only memory (ROM) ; an erasable programmable read-only memory (EPROM or Flash memory).
- RAM random access memory
- ROM read-only memory
- EPROM or Flash memory erasable programmable read-only memory
- a specific example using magnetic technology includes (but is not limited to) a portable computer diskette.
- Specific examples using optical technology include (but are not limited to) an optical fiber and a portable compact disk read-only memory (CD-ROM).
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Abstract
Description
Claims
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/494,975 US9001036B2 (en) | 2007-12-20 | 2012-06-12 | Systems and methods of camera-based fingertip tracking |
| PCT/US2013/045433 WO2014007955A1 (en) | 2012-06-12 | 2013-06-12 | Systems and methods of camera-based body-motion tracking |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| EP2859532A1 true EP2859532A1 (en) | 2015-04-15 |
| EP2859532A4 EP2859532A4 (en) | 2016-06-15 |
Family
ID=49882417
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| EP13812975.4A Withdrawn EP2859532A4 (en) | 2012-06-12 | 2013-06-12 | SYSTEMS AND METHODS FOR MONITORING BODY MOVEMENTS FROM A CAMERA |
Country Status (4)
| Country | Link |
|---|---|
| EP (1) | EP2859532A4 (en) |
| KR (1) | KR20150017370A (en) |
| CA (1) | CA2875815A1 (en) |
| WO (1) | WO2014007955A1 (en) |
Family Cites Families (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6147678A (en) * | 1998-12-09 | 2000-11-14 | Lucent Technologies Inc. | Video hand image-three-dimensional computer interface with multiple degrees of freedom |
| AU2001233019A1 (en) * | 2000-01-28 | 2001-08-07 | Intersense, Inc. | Self-referenced tracking |
| US7859519B2 (en) * | 2000-05-01 | 2010-12-28 | Tulbert David J | Human-machine interface |
| US7333507B2 (en) * | 2001-08-31 | 2008-02-19 | Philip Bravin | Multi modal communications system |
| US6927757B2 (en) * | 2001-09-18 | 2005-08-09 | Intel Corporation | Camera driven virtual workspace management |
| US7620316B2 (en) * | 2005-11-28 | 2009-11-17 | Navisense | Method and device for touchless control of a camera |
| US8199106B2 (en) * | 2007-12-20 | 2012-06-12 | University Of Central Florida Research Foundation, Inc. | Systems and methods of camera-based fingertip tracking |
| US20100299150A1 (en) * | 2009-05-22 | 2010-11-25 | Fein Gene S | Language Translation System |
| US8751215B2 (en) * | 2010-06-04 | 2014-06-10 | Microsoft Corporation | Machine based sign language interpreter |
-
2013
- 2013-06-12 KR KR1020147037139A patent/KR20150017370A/en not_active Withdrawn
- 2013-06-12 WO PCT/US2013/045433 patent/WO2014007955A1/en not_active Ceased
- 2013-06-12 EP EP13812975.4A patent/EP2859532A4/en not_active Withdrawn
- 2013-06-12 CA CA2875815A patent/CA2875815A1/en not_active Abandoned
Also Published As
| Publication number | Publication date |
|---|---|
| EP2859532A4 (en) | 2016-06-15 |
| WO2014007955A1 (en) | 2014-01-09 |
| KR20150017370A (en) | 2015-02-16 |
| CA2875815A1 (en) | 2014-01-09 |
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