US20080096643A1 - System and method for using image analysis of user interface signals for program control - Google Patents
System and method for using image analysis of user interface signals for program control Download PDFInfo
- Publication number
- US20080096643A1 US20080096643A1 US11/502,298 US50229806A US2008096643A1 US 20080096643 A1 US20080096643 A1 US 20080096643A1 US 50229806 A US50229806 A US 50229806A US 2008096643 A1 US2008096643 A1 US 2008096643A1
- Authority
- US
- United States
- Prior art keywords
- program
- user
- user interface
- level
- visual
- 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.)
- Abandoned
Links
Images
Classifications
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63F—CARD, BOARD, OR ROULETTE GAMES; INDOOR GAMES USING SMALL MOVING PLAYING BODIES; VIDEO GAMES; GAMES NOT OTHERWISE PROVIDED FOR
- A63F13/00—Video games, i.e. games using an electronically generated display having two or more dimensions
- A63F13/20—Input arrangements for video game devices
- A63F13/21—Input arrangements for video game devices characterised by their sensors, purposes or types
- A63F13/213—Input arrangements for video game devices characterised by their sensors, purposes or types comprising photodetecting means, e.g. cameras, photodiodes or infrared cells
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63F—CARD, BOARD, OR ROULETTE GAMES; INDOOR GAMES USING SMALL MOVING PLAYING BODIES; VIDEO GAMES; GAMES NOT OTHERWISE PROVIDED FOR
- A63F13/00—Video games, i.e. games using an electronically generated display having two or more dimensions
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63F—CARD, BOARD, OR ROULETTE GAMES; INDOOR GAMES USING SMALL MOVING PLAYING BODIES; VIDEO GAMES; GAMES NOT OTHERWISE PROVIDED FOR
- A63F2300/00—Features of games using an electronically generated display having two or more dimensions, e.g. on a television screen, showing representations related to the game
- A63F2300/10—Features of games using an electronically generated display having two or more dimensions, e.g. on a television screen, showing representations related to the game characterized by input arrangements for converting player-generated signals into game device control signals
- A63F2300/1087—Features of games using an electronically generated display having two or more dimensions, e.g. on a television screen, showing representations related to the game characterized by input arrangements for converting player-generated signals into game device control signals comprising photodetecting means, e.g. a camera
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63F—CARD, BOARD, OR ROULETTE GAMES; INDOOR GAMES USING SMALL MOVING PLAYING BODIES; VIDEO GAMES; GAMES NOT OTHERWISE PROVIDED FOR
- A63F2300/00—Features of games using an electronically generated display having two or more dimensions, e.g. on a television screen, showing representations related to the game
- A63F2300/60—Methods for processing data by generating or executing the game program
- A63F2300/6027—Methods for processing data by generating or executing the game program using adaptive systems learning from user actions, e.g. for skill level adjustment
Landscapes
- Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Human Computer Interaction (AREA)
- User Interface Of Digital Computer (AREA)
- Image Processing (AREA)
- Image Analysis (AREA)
Abstract
Advantage is taken of the fact that as a player becomes uncomfortable, visually observable aspects of the player's physiological state, such as the frequency of eye blinks, may change. By analyzing such changes and/or other image changes, as obtained from signals generated by an input device, the system is able to determine changes in a player's comfort level and change the game accordingly.
Description
- The present application is related to concurrently filed, co-pending, and commonly-assigned U.S. patent application Ser. No. ______, Attorney Docket No. 70051558-01, entitled “SYSTEM AND METHOD FOR USING WAVELET ANALYSIS OF A USER INTERFACE SIGNAL FOR PROGRAM CONTROL,” the disclosure of which is hereby incorporated herein by reference.
- The present invention relates generally to interactive computer systems and methods, and more particularly to systems and methods for using image analysis of a user interface signal to control a program.
- Electronic games using computers, game consoles or hand held consoles typically employ an input device, a processor, and a visual display. The input device can be a mouse, joystick or other form of controller which allow the player to input responses into the processor. The processor can be a part of a computer system or it can be a dedicated game system, such as XBOX® and PLAYSTATION® game systems. The processor communicates with the display to show visual and/or audio images of the game.
- These electronic games typically have different levels of play in order to provide a level of play which is entertaining for the player. For many games, the level of play is selected by the user prior to playing the game, and changing the level of play will require the user to restart the game. A player will often have to try out a variety of levels before finding a level which is suitable for his/her level of play.
- Games typically place the player in situations where quick and/or agile response is required and a player's score is typically reflective of his/her ability to respond quickly to the challenges presented by the game. In many situations, a mouse, joystick or a controller is used to relay positional information which is used by the game to move an object on the display.
- Playing at an appropriate level of play will ensure that the player is challenged by the game, and minimizes the risk of overwhelming or boring the player. However, when user skill levels must be set before a game is started there is not a convenient way in which the user can adjust the skill level short of restarting the game. Often, the user does not even know that the skill level is wrong for that user.
- Advantage is taken of the fact that as a player becomes uncomfortable, visually observable aspects of the player's physiological state, such as the frequency of eye blinks, may change. By analyzing such changes and/or other image changes, as obtained from signals generated by an input device, the system is able to determine changes in a player's comfort level and change the game accordingly.
- The foregoing has outlined rather broadly the features and technical advantages of the present invention in order that the detailed description of the invention that follows may be better understood. Additional features and advantage of the invention will be described hereinafter which form the subject of the claims of the invention. It should be appreciated by those skilled in the art that the conception and specific embodiment disclosed may be readily utilized as a basis for modifying or designing other structures for carrying out the same purposes of the present invention. It should also be realized by those skilled in the art that such equivalent constructions do not depart from the spirit and scope of the inventions as set forth in the appended claims. The novel features which are believed to be characteristic of the invention, both as to its organization and method of operation, together with further objects and advantages will be better understood from the following description when considered in connection with the accompanying figures. It is to be expressly understood, however, that each of the figures is provided for the purpose of illustration and description only and is not intended as a definition of the limits of the present invention.
- For a more complete understanding of the present invention, reference is now made to the following description taken in conjunction with the accompanying drawings, in which:
-
FIG. 1 is a diagram of one embodiment of the present invention; -
FIGS. 2A and 2B are overviews of embodiments of the invention; -
FIG. 3 shows one example of image processing used in the invention; and -
FIG. 4 illustrates a block diagram of one embodiment of the present invention. - As shown in
FIG. 1 , one embodiment of the present invention includes a user visual interface, such asdevice 22, which communicates withprocessor 12 viaprocessing circuit 30. The program code or algorithm for a game program may be stored in a memory device, such asmemory 14, and executed byprocessor 12. The processing shown in circuit 30 (as will be discussed with respect toFIG. 3 ) can be accomplished in circuitry, in software as part of an algorithm, or partially in each. The processing or circuitry can be separate from, or integral to,processor 12. -
User interface 22 may be a stand alone device as shown inFIG. 2 where the visual input device is shown marked on top ofdisplay 201, or it can be incorporated into a computer mouse, a game controller, a joystick, or any other device, such askeyboard 202, through which the player is able to input his/her actions intoprocessor 12.Device 22 can be an analog or digital camera or an LED display for capturing images, such as eye blinks, head movements, frequency of face touches, swinging motion of arms or legs, head nods, etc.Processor 12 may include memory devices, microprocessors, and any components which are utilized to execute the program code for a game program. The processor system may be a part of a computer system, a video game console, or a hand held gaming device. - The visual image, for example, eye blinks, head nods, changes in facial images, etc., can be used as an indicator of a player's response level. For example, fast eye blinks may suggest a player becoming frustrated or confused. Changes of a player's response level during game play can be used to change a game program aspect, for example the play difficulty could be adjusted.
- As shown in
FIG. 3 , in one embodiment,amplifier 31 ofimage processing circuit 30 receives the image signal, for example, fromdevice 22 shown inFIGS. 2A and 2B . This signal would typically, but not always, be in analog form and would be amplified byamplifier 31 and filtered byfilter 32. The filtering would remove signals outside certain ranges as desired. This filtered signal would be conditioned bycircuit 33 and, if necessary, converted to digital format by A/D converter 34. This signal would then be presented toprocessor 12. - Note that as part of the filtering and/or conditioning, changes of the image could be detected and signaled to the processor, or, if desired, the entire conditioned signal could be presented to the processor for a determination of image change and a determination of what such an image change means in terms of user discomfort, etc.
- Once the player's response level is determined,
processor 12 may modify the system, for example by adjusting the difficulty level of the game being played. In one embodiment of the invention, this includes switching between preset difficulty levels defined in the game or to use a difficulty level that is indicated by a database or algorithm to be appropriate with the determined response level. In another embodiment, the processing system may increase or decrease the speed with which it executes the game algorithm. In a still further embodiment, the difficulty can be continuously adjusted until the user response moves within a defined range. -
FIG. 4 represents a flowchart of oneembodiment 40 of the system used to adjust skill level of a game, or other application, based on received visual images.Process 402 acquires a signal fromuser interface 22 and by image analysis of the signal as discussed with respect toFIG. 3 , as performed byprocess 403 andprocess 404, a determination is made byprocess 405 if some significant feature of the image has changed. If it has changed from a previous reading (or a previous set of readings as stored in memory), thenprocess 406 determines the response level of the player based on the nature of the received visual images.Process 402 then adjusts the skill level of the game or other parameters based on the received visual image data. Images can be stored for a period of time in a memory (not shown) and an image can be compared against the previous image, or against a composite (or average) of previous images to determine of the user is agitated, bored, wondering, intense, etc. Rapid eye changes could, for example, mean the user is agitated. If desired, data can be maintained on a user by user basis such that for a particular user a correlation can be made between visual image changes and action (poor, good, etc.) taken by that user. This correlation then can be the foundation of changes made to the program upon future detection of similar visual changes. - Note that there could be a table established of user levels such that the received visual images are averaged (or otherwise saved) over a period of time can be used to determine an actual graded level of user comfort. Based on the gradation at any point in time the same (or other) program can be adjusted harder or easier.
- Note that while a game system has been described, the concepts taught herein can be used to control the operation aspects of any program running on any processor. For example, a spread sheet program can have different instructions presented based on the frequency of eye movement or other visual image.
- Although the present invention and its advantages have been described in detail, it should be understood that various changes, substitutions and alterations can be made herein without departing from the spirit and scope of the invention as defined by the appended claims. Moreover, the scope of the present application is not intended to be limited to the particular embodiments of the process, machine, manufacture, composition of matter, means, methods, and steps described in the specification. As one of ordinary skill in the art will readily appreciate from the disclosure of the present invention, process, machines, manufacture, compositions of matter, means, methods, or steps, presently existing or later to be developed that perform substantially the same results as the corresponding embodiments described herein may be utilized according to the present invention. Accordingly, the appended claims are intended to include within their scope such process, machines, manufacture, composition of matter, means, methods or steps.
Claims (20)
1. A method of controlling a program running on a processor comprising:
using visual imaging analysis on a signal from a user interface;
determining a user's response level; and
adjusting said program in response to a determined user response.
2. The method of claim 1 wherein said using comprises:
matching a received image against a previously received image.
3. The method of claim 1 wherein said determined response is based on a change in received images.
4. The method of claim 2 wherein the determining is based on a rapid change in received images.
5. The method of claim 1 wherein said program is a game program and said adjusting results in a change of a skill level presented to said user.
6. A system comprising:
a user interface to a program running on a processor;
means for performing visual image processing on a signal from said user interface during execution of a program on said processor; and
means for adjusting at least one operational aspect of said program in response to performed visual imaging analysis.
7. The system of claim 6 wherein said program is a game and said input interface is a camera.
8. The system of claim 6 wherein said operational aspect is selected from the list of:
difficulty level;
instructional level; and
amount of information displayed.
9. The system of claim 6 wherein said signal is a series of visual images.
10. The system of claim 9 wherein said visual images are selected from the list of: eye blinks, face touches, leg movement, arm movement and head movement.
11. The system of claim 6 wherein said image processing means comprises means for measuring the present video images from said user interface against at least one previous video image from said user interface.
12. The system of claim 6 wherein said visual image processing means comprises:
circuitry for amplifying and filtering analog signals.
13. The system of claim 12 wherein said analog signals are from a camera.
14. The system of claim 6 wherein said visual image performing means comprises:
an algorithm for processing input signals form a digital camera.
15. A method of using a program comprising:
setting a program level;
determining changes in a user response level during program use by monitoring visual images of said user as obtained from a user interface signal; and
adjusting said program level based on determined changes in said user's video images over time.
16. The method of claim 15 wherein said determining comprises using differences between visual images as received from said user interface signal.
17. The method of claim 16 wherein said user interface signal represents user image changes while said user is operating a program input device of a game controller component.
18. The method of claim 17 wherein said program level is a difficulty level of said game program.
19. The method of claim 18 wherein said difficulty level is decreased when said visual image monitoring indicates an increase in the rate of visual image change between interface signals.
20. The method of claim 18 wherein said difficulty level is increased when said visual image monitoring indicates substantially no changes between user interface signals.
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US11/502,298 US20080096643A1 (en) | 2006-08-10 | 2006-08-10 | System and method for using image analysis of user interface signals for program control |
JP2007207612A JP2008043760A (en) | 2006-08-10 | 2007-08-09 | System and method for use of image analysis of user interface signal for program control |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US11/502,298 US20080096643A1 (en) | 2006-08-10 | 2006-08-10 | System and method for using image analysis of user interface signals for program control |
Publications (1)
Publication Number | Publication Date |
---|---|
US20080096643A1 true US20080096643A1 (en) | 2008-04-24 |
Family
ID=39178026
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US11/502,298 Abandoned US20080096643A1 (en) | 2006-08-10 | 2006-08-10 | System and method for using image analysis of user interface signals for program control |
Country Status (2)
Country | Link |
---|---|
US (1) | US20080096643A1 (en) |
JP (1) | JP2008043760A (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20190143216A1 (en) * | 2017-11-15 | 2019-05-16 | International Business Machines Corporation | Cognitive user experience optimization |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP5555461B2 (en) * | 2009-09-08 | 2014-07-23 | 株式会社タイトー | Audio output device, audio output program |
Citations (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4332566A (en) * | 1979-09-04 | 1982-06-01 | Mazeski Conrad A | Monitoring attention and cognition and the effect of sensory motor, nutritional, and other biochemical factors thereon |
US5362069A (en) * | 1992-12-03 | 1994-11-08 | Heartbeat Corporation | Combination exercise device/video game |
US5370399A (en) * | 1981-11-12 | 1994-12-06 | Richard Spademan, M.D. | Game apparatus having incentive producing means |
US5377100A (en) * | 1993-03-08 | 1994-12-27 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Method of encouraging attention by correlating video game difficulty with attention level |
US5570698A (en) * | 1995-06-02 | 1996-11-05 | Siemens Corporate Research, Inc. | System for monitoring eyes for detecting sleep behavior |
US5583795A (en) * | 1995-03-17 | 1996-12-10 | The United States Of America As Represented By The Secretary Of The Army | Apparatus for measuring eye gaze and fixation duration, and method therefor |
US5772508A (en) * | 1995-09-28 | 1998-06-30 | Amtex Co., Ltd. | Game or play facilities controlled by physiological information |
US5774591A (en) * | 1995-12-15 | 1998-06-30 | Xerox Corporation | Apparatus and method for recognizing facial expressions and facial gestures in a sequence of images |
US5944530A (en) * | 1996-08-13 | 1999-08-31 | Ho; Chi Fai | Learning method and system that consider a student's concentration level |
US20020136435A1 (en) * | 2001-03-26 | 2002-09-26 | Prokoski Francine J. | Dual band biometric identification system |
US6648822B2 (en) * | 2000-07-24 | 2003-11-18 | Sharp Kabushiki Kaisha | Communication apparatus and communication method for outputting an estimate of a patient's mental state |
US20040193413A1 (en) * | 2003-03-25 | 2004-09-30 | Wilson Andrew D. | Architecture for controlling a computer using hand gestures |
US6827579B2 (en) * | 2000-11-16 | 2004-12-07 | Rutgers, The State University Of Nj | Method and apparatus for rehabilitation of neuromotor disorders |
US6890262B2 (en) * | 2001-07-19 | 2005-05-10 | Konami Corporation | Video game apparatus, method and recording medium storing program for controlling viewpoint movement of simulated camera in video game |
US6913536B2 (en) * | 2001-03-23 | 2005-07-05 | Nintendo Co., Ltd. | Game machine and program therefor |
US20060056509A1 (en) * | 2004-09-16 | 2006-03-16 | Tooru Suino | Image display apparatus, image display control method, program, and computer-readable medium |
US7367882B2 (en) * | 2001-10-11 | 2008-05-06 | Konami Corporation | Game system and computer program for permitting user selection of game difficulty and setting of control character ability parameter |
US7488294B2 (en) * | 2004-04-01 | 2009-02-10 | Torch William C | Biosensors, communicators, and controllers monitoring eye movement and methods for using them |
Family Cites Families (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH04325180A (en) * | 1991-04-24 | 1992-11-13 | Sanyo Electric Co Ltd | Emotional motion sensitive type game machine |
JPH07163758A (en) * | 1993-12-16 | 1995-06-27 | Matsushita Electric Ind Co Ltd | Information processor |
JPH09330158A (en) * | 1996-06-11 | 1997-12-22 | Omron Corp | Data processor, game controller, learning device, data processing method, game control method, and learning method |
JPH1165422A (en) * | 1997-08-22 | 1999-03-05 | Omron Corp | Method for evaluating mental and bodily state of opeator, and method and system for controlling contents of operation using equipment |
JP2001252265A (en) * | 2000-03-08 | 2001-09-18 | Sharp Corp | Biofeedback apparatus |
JP2002018135A (en) * | 2000-07-06 | 2002-01-22 | Atlus Co Ltd | Game device |
-
2006
- 2006-08-10 US US11/502,298 patent/US20080096643A1/en not_active Abandoned
-
2007
- 2007-08-09 JP JP2007207612A patent/JP2008043760A/en active Pending
Patent Citations (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4332566A (en) * | 1979-09-04 | 1982-06-01 | Mazeski Conrad A | Monitoring attention and cognition and the effect of sensory motor, nutritional, and other biochemical factors thereon |
US5370399A (en) * | 1981-11-12 | 1994-12-06 | Richard Spademan, M.D. | Game apparatus having incentive producing means |
US5362069A (en) * | 1992-12-03 | 1994-11-08 | Heartbeat Corporation | Combination exercise device/video game |
US5377100A (en) * | 1993-03-08 | 1994-12-27 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Method of encouraging attention by correlating video game difficulty with attention level |
US5583795A (en) * | 1995-03-17 | 1996-12-10 | The United States Of America As Represented By The Secretary Of The Army | Apparatus for measuring eye gaze and fixation duration, and method therefor |
US5570698A (en) * | 1995-06-02 | 1996-11-05 | Siemens Corporate Research, Inc. | System for monitoring eyes for detecting sleep behavior |
US5772508A (en) * | 1995-09-28 | 1998-06-30 | Amtex Co., Ltd. | Game or play facilities controlled by physiological information |
US5774591A (en) * | 1995-12-15 | 1998-06-30 | Xerox Corporation | Apparatus and method for recognizing facial expressions and facial gestures in a sequence of images |
US5944530A (en) * | 1996-08-13 | 1999-08-31 | Ho; Chi Fai | Learning method and system that consider a student's concentration level |
US6648822B2 (en) * | 2000-07-24 | 2003-11-18 | Sharp Kabushiki Kaisha | Communication apparatus and communication method for outputting an estimate of a patient's mental state |
US6827579B2 (en) * | 2000-11-16 | 2004-12-07 | Rutgers, The State University Of Nj | Method and apparatus for rehabilitation of neuromotor disorders |
US6913536B2 (en) * | 2001-03-23 | 2005-07-05 | Nintendo Co., Ltd. | Game machine and program therefor |
US20020136435A1 (en) * | 2001-03-26 | 2002-09-26 | Prokoski Francine J. | Dual band biometric identification system |
US6890262B2 (en) * | 2001-07-19 | 2005-05-10 | Konami Corporation | Video game apparatus, method and recording medium storing program for controlling viewpoint movement of simulated camera in video game |
US7367882B2 (en) * | 2001-10-11 | 2008-05-06 | Konami Corporation | Game system and computer program for permitting user selection of game difficulty and setting of control character ability parameter |
US20040193413A1 (en) * | 2003-03-25 | 2004-09-30 | Wilson Andrew D. | Architecture for controlling a computer using hand gestures |
US7488294B2 (en) * | 2004-04-01 | 2009-02-10 | Torch William C | Biosensors, communicators, and controllers monitoring eye movement and methods for using them |
US20060056509A1 (en) * | 2004-09-16 | 2006-03-16 | Tooru Suino | Image display apparatus, image display control method, program, and computer-readable medium |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20190143216A1 (en) * | 2017-11-15 | 2019-05-16 | International Business Machines Corporation | Cognitive user experience optimization |
US10632387B2 (en) * | 2017-11-15 | 2020-04-28 | International Business Machines Corporation | Cognitive user experience optimization |
US11185781B2 (en) | 2017-11-15 | 2021-11-30 | International Business Machines Corporation | Cognitive user experience optimization |
Also Published As
Publication number | Publication date |
---|---|
JP2008043760A (en) | 2008-02-28 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US9069441B2 (en) | Method and apparatus for adjustment of game parameters based on measurement of user performance | |
CN112203733B (en) | Dynamically configuring contextual assistance during gameplay | |
US9095775B2 (en) | User interface and method of user interaction | |
CA2683728C (en) | Vision cognition and coordination testing and training | |
US8123602B2 (en) | Game device and program | |
US9233302B2 (en) | Game program, game device and game control method | |
TWI664995B (en) | Virtual reality multi-person board game interacting system, initeracting method, and server | |
JP7286656B2 (en) | Identifying player engagement to generate contextual gameplay assistance | |
JP7267291B2 (en) | Assignment of contextual gameplay aids to player reactions | |
EP3808423A1 (en) | User adaptation system and method | |
JP5816213B2 (en) | GAME DEVICE AND PROGRAM | |
US10747308B2 (en) | Line-of-sight operation apparatus, method, and medical device | |
US20080096643A1 (en) | System and method for using image analysis of user interface signals for program control | |
Cuaresma et al. | A comparison between tilt-input and facial tracking as input methods for mobile games | |
JP2011183074A (en) | Game system, game server, game device, method of controlling game system, method of controlling game server, method of controlling game device, and program | |
US20200306624A1 (en) | Peripersonal boundary-based augmented reality game environment | |
US20230201719A1 (en) | Dynamic game models | |
TWI393580B (en) | Game system, game control method, game device and information recording medium | |
JP5285100B2 (en) | GAME SYSTEM, GAME SYSTEM CONTROL METHOD, AND PROGRAM | |
JP2010220689A (en) | Program, information storage medium, and game device | |
JP2022061352A (en) | Game system and game control method | |
US11908097B2 (en) | Information processing system, program, and information processing method | |
JP5816224B2 (en) | GAME DEVICE AND PROGRAM | |
JP2023166352A (en) | Game program, game system, game device and game processing method | |
JP2023059662A (en) | Game program and game system |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
AS | Assignment |
Owner name: AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:VENKATESH, SHALINI;LAKSHMANAN, SRINIVASAN;REEL/FRAME:018652/0464;SIGNING DATES FROM 20060728 TO 20060801 |
|
STCB | Information on status: application discontinuation |
Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION |