The present invention relates to computer controlled facial recognition and particularly to the application of such recognition implementations in a real consumer marketing environment of goods and services, e.g. a shopping mall.
The past generation has been marked by a technological evolution driven by the convergence of the data processing industry with the communications and consumer electronics industries. The effect has, in turn, driven technologies that have been known and available but relatively quiescent over the years to now come into the consumer related computer and communication industries marketplace. This is the situation with automated facial recognition applications. Facial recognition computer applications operate to automatically identify an individual person based upon a digital image of an individual stored in a database. The application operates by comparing a combination of the individual's facial features with the facial images stored in a database.
Facial recognition systems have been extensively used in government security systems to alert for potential criminals. However, the private commercial consumer marketplace has used facial recognition databases to catch shoplifters and like petty criminals in large stores with large areas and minimal employee coverage, such as supermarkets or giant discount stores.
Facial recognition applications identify faces by extracting features from an image of the subject's face. The algorithm used may relate the positions, sizes and shapes of the eyes, jaw, cheekbones and nose. These features and feature relationships are used to search for facial images in moving crowds for matches. There are currently two general approaches to facial recognition: Geometric, which looks at and relates distinguishing features; and Photometric, which is a statistical process wherein facial images are distilled into values that are compared to standard value templates.
In the past, the mass of facial recognition profiles in databases were of individuals involved or potentially involved in criminal activities. The present invention is the recognition where there is now a new generation of a mass of facial recognition profiles voluntarily submitted to the host and providers of the social media that provides present databases of great size that are expected to grow over the next few years at an accelerated pace. It is these newer databases that the present invention will use to determine the information to be presented based upon consumer interest.
Accordingly, the present invention video monitors groups of individuals who are passing into and out of defined areas, such as sections in shopping malls, to dynamically attempt to recognize and capture the profiles of a plurality of individuals who are in the defined area during a determined time period and whose facial recognition matches stored facial recognition profiles. The stored facial recognition profiles are in a database storing these profiles for a mass of individuals. This mass of individual profiles in the database may be developed from facial recognition profiles provided by individuals involved in the social media that promotes the submission of member profiles for social and commercial purposes. Because the facial recognition profiles are often derived from such profiles available from social media databases, such databases also store in association with the profiles a synopsis of many of the social, intellectual and consumer interests of each profiled individual.
Accordingly, once the method recognizes the recognition profiles of a plurality of individuals, the plurality of recognized individuals have their interest screened for common interests. These screened common interests may be used to directly present advertisements and like information in the area where the plurality of individuals have been recognized. The presented information may be in audio form, i.e. music. However, the invention is best served by audio-video presentations, large computer controlled displays in a shopping area, such as a shopping mall, to benefit local stores and businesses.
It should be recognized that the number of individuals sharing a common interest is a primary determinant of the value of an interest. There are additional factors in determining common interests. The determination may be weighted based upon a recognized significance of a given recognized individual to the commercial interests of the facility or portion of the facility where the facial recognition is set up.
The present invention will be better understood and its numerous objects and advantages will become more apparent to those skilled in the art by reference to the following drawings, in conjunction with the accompanying specification, in which:
Referring to
On the other hand, in the realm of social media, it is now common for members to agree to have their images stored in a database in return for provided social, communication and purchasing consumer privileges. With the phenomenal growth of such social media, databases may be expected to potentially store facial recognition profiles for millions of individuals. Accordingly, the databases are being defined herein as mass databases. While, for simplicity of illustration, only one social media database is shown, it should be understood that via the Internet, control computer 23 accesses facial recognition profiles from dozens of social media databases.
Through the combination of the local database 27 and the social media databases 33, the process will recognize the specific individuals through their stored facial recognition patterns, and then, as hereinafter described in greater detail, develop interests in common for groups of identified individuals. For example, for identified faces, the social network database 33 will be accessed for the stored user, i.e. identified individual's synopsis, likes and dislikes, the individual's recommendations and the individual's mobility. This data may be limited to sections of the mall or the whole mall.
The computer 23 programming will then screen the accessed information of a group of recognized individuals and screen, rank and weight the information to limit the resulting common interest of the group to the mall businesses. Information not so related will be filtered out. Based upon the resulting common interests, commercial information may conveniently be displayed, e.g. on a large corridor screen 37.
With respect to
A central processing unit (CPU) 10, such as one of the microprocessors, e.g. from System p series available from International Business Machines Corporation (IBM), is provided and interconnected to various other components by system bus 12. An operating system 41 runs on CPU 10, provides control and is used to coordinate the function of the various components of
Referring now to
Referring now to
It should be noted that in
As will be appreciated by one skilled in the art, aspects of the present invention may be embodied as a system, method or computer program product. Accordingly, aspects of the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment, including firmware, resident software, micro-code, etc.; or an embodiment combining software and hardware aspects that may all generally be referred to herein as a “circuit”, “module” or “system.” Furthermore, aspects of the present invention may take the form of a computer program product embodied in one or more computer readable mediums having computer readable program code embodied thereon.
Any combination of one or more computer readable medium(s) may be utilized. The computer readable medium may be a computer readable signal medium or a computer readable storage medium. A computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared or semiconductor system, apparatus or device, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of the computer readable storage medium would include the following: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (“RAM”), a Read Only Memory (“ROM”), an Erasable Programmable Read Only Memory (“EPROM” or Flash memory), an optical fiber, a portable compact disc read only memory (“CD-ROM”), an optical storage device, a magnetic storage device or any suitable combination of the foregoing. In the context of this document, a computer readable storage medium may be any tangible medium that can contain or store a program for use by or in connection with an instruction execution system, apparatus or device.
A computer readable medium may include a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated signal may take any of a variety of forms, including, but not limited to, electromagnetic, optical, or any suitable combination thereof. A computer readable signal medium may be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate or transport a program for use by or in connection with an instruction execution system, apparatus or device.
Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including, but not limited to, wireless, wire line, optical fiber cable, RF, etc., or any suitable combination the foregoing.
Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language, such as Java, Smalltalk, C++ and the like, and conventional procedural programming languages, such as the “C” programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the later scenario, the remote computer may be connected to the user's computer through any type of network, including a local area network (“LAN”) or a wide area network (“WAN”), or the connection may be made to an external computer (for example, through the Internet, using an Internet Service Provider).
Aspects of the present invention are described below with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer or other programmable data processing apparatus to produce a machine, such that instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified flowchart and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer readable medium that can direct a computer, other programmable data processing apparatus or other devices to function in a particular manner, such that the instructions stored in the computer readable medium produce an article of manufacture including instructions which implement the function/act specified in the flowchart and/or block diagram block or blocks.
The computer program instructions may also be loaded onto a computer, other programmable data processing apparatus or other devices to cause a series of operational steps to be performed on the computer, other programmable apparatus or other devices to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide processes for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks.
The flowchart and block diagram in the Figures illustrate the architecture, functionality and operations of possible implementations of systems, methods and computer program products according to various embodiments of the present invention. In this regard, each block in the flowchart or block diagrams may represent a module segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustrations can be implemented by special purpose hardware-based systems that perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
Although certain preferred embodiments have been shown and described, it will be understood that many changes and modifications may be made therein without departing from the scope and intent of the appended claims.