Field of the Invention
This invention relates generally to the field of data processing systems. More particularly, the invention relates to a system and method for integrating an authentication service within a network architecture.
Description of Related Art
Systems have also been designed for providing secure user authentication over a network using biometric sensors. In such systems, the a score generated by an authenticator, and/or other authentication data, may be sent over a network to authenticate the user with a remote server. For example, Patent Application No. 2011/0082801 (“'801 Application”) describes a framework for user registration and authentication on a network which provides strong authentication (e.g., protection against identity theft and phishing), secure transactions (e.g., protection against “malware in the browser” and “man in the middle” attacks for transactions), and enrollment/management of client authentication tokens (e.g., fingerprint readers, facial recognition devices, smartcards, trusted platform modules, etc).
The assignee of the present application has developed a variety of improvements to the authentication framework described in the '801 application. Some of these improvements are described in the following set of US Patent Applications, which are assigned to the present assignee: Ser. No. 13/730,761, Query System and Method to Determine Authentication Capabilities; Ser. No. 13/730,776, System and Method for Efficiently Enrolling, Registering, and Authenticating With Multiple Authentication Devices; Ser. No. 13/730,780, System and Method for Processing Random Challenges Within an Authentication Framework; Ser. No. 13/730,791, System and Method for Implementing Privacy Classes Within an Authentication Framework; Ser. No. 13/730,795, System and Method for Implementing Transaction Signaling Within an Authentication Framework; and Ser. No. 14/218,504, Advanced Authentication Techniques and Applications (hereinafter “'504 Application”). These applications are sometimes referred to herein as the (“Co-pending Applications”).
Briefly, the Co-Pending applications describe authentication techniques in which a user enrolls with authentication devices (or Authenticators) such as biometric devices (e.g., fingerprint sensors) on a client device. When a user enrolls with a biometric device, biometric reference data is captured (e.g., by swiping a finger, snapping a picture, recording a voice, etc). The user may subsequently register/provision the authentication devices with one or more servers over a network (e.g., Websites or other relying parties equipped with secure transaction/authentication services as described in the Co-Pending Applications); and subsequently authenticate with those servers using data exchanged during the registration process (e.g., cryptographic keys provisioned into the authentication devices). Once authenticated, the user is permitted to perform one or more online transactions with a Website or other relying party. In the framework described in the Co-Pending Applications, sensitive information such as fingerprint data and other data which can be used to uniquely identify the user, may be retained locally on the user's authentication device to protect a user's privacy.
The '504 Application describes a variety of additional techniques including techniques for designing composite authenticators, intelligently generating authentication assurance levels, using non-intrusive user verification, transferring authentication data to new authentication devices, augmenting authentication data with client risk data, and adaptively applying authentication policies, and creating trust circles, to name just a few.
Augmenting a Relying Party's web-based or other network enabled application to leverage the remote authentication techniques described in the co-pending applications typically requires the application to integrate directly with an authentication server. This poses a barrier to the adoption of such authentication, as Relying Parties will need to expend effort to update their applications to integrate with an authentication server in order to gain the authentication flexibility provided by the techniques described in the co-pending applications.
In some cases, the Relying Party may have already integrated with federation solutions, and thus a simple integration path is to simply integrate online authentication support into the federation solution. Unfortunately, this approach does not address other legacy systems (such as VPNs, Windows Kerberos deployments) that either lack awareness of federation protocols (and thus could be front-ended by a federation server augmented with online authentication functionality), or lack sufficient extensibility to enable direct integration of online authentication functionality. Hence, a key problem that must be solved for certain Relying Party applications is finding a way to enable them to integrate online authentication systems, without requiring the code for the applications themselves to be modified.
A better understanding of the present invention can be obtained from the following detailed description in conjunction with the following drawings, in which:
Described below are embodiments of an apparatus, method, and machine-readable medium for implementing advanced authentication techniques and associated applications. Throughout the description, for the purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the present invention. It will be apparent, however, to one skilled in the art that the present invention may be practiced without some of these specific details. In other instances, well-known structures and devices are not shown or are shown in a block diagram form to avoid obscuring the underlying principles of the present invention.
The embodiments of the invention discussed below involve authentication devices with user verification capabilities such as biometric modalities or PIN entry. These devices are sometimes referred to herein as “tokens,” “authentication devices,” or “authenticators.” While certain embodiments focus on facial recognition hardware/software (e.g., a camera and associated software for recognizing a user's face and tracking a user's eye movement), some embodiments may utilize additional biometric devices including, for example, fingerprint sensors, voice recognition hardware/software (e.g., a microphone and associated software for recognizing a user's voice), and optical recognition capabilities (e.g., an optical scanner and associated software for scanning the retina of a user). The user verification capabilities may also include non-biometric modalities, like PIN entry. The authenticators might use devices like trusted platform modules (TPMs), smartcards and secure elements for cryptographic operations and key storage.
In a mobile biometric implementation, the biometric device may be remote from the relying party. As used herein, the term “remote” means that the biometric sensor is not part of the security boundary of the computer it is communicatively coupled to (e.g., it is not embedded into the same physical enclosure as the relying party computer). By way of example, the biometric device may be coupled to the relying party via a network (e.g., the Internet, a wireless network link, etc) or via a peripheral input such as a USB port. Under these conditions, there may be no way for the relying party to know if the device is one which is authorized by the relying party (e.g., one which provides an acceptable level of authentication strength and integrity protection) and/or whether a hacker has compromised or even replaced the biometric device. Confidence in the biometric device depends on the particular implementation of the device.
The term “local” is used herein to refer to the fact that the user is completing a transaction in person, at a particular location such as at an automatic teller machine (ATM) or a point of sale (POS) retail checkout location. However, as discussed below, the authentication techniques employed to authenticate the user may involve non-location components such as communication over a network with remote servers and/or other data processing devices. Moreover, while specific embodiments are described herein (such as an ATM and retail location) it should be noted that the underlying principles of the invention may be implemented within the context of any system in which a transaction is initiated locally by an end user.
The term “relying party” is sometimes used herein to refer, not merely to the entity with which a user transaction is attempted (e.g., a Website or online service performing user transactions), but also to the secure transaction servers (sometimes referred to as “au implemented on behalf of that entity which may performed the underlying authentication techniques described herein. The secure transaction servers may be owned and/or under the control of the relying party or may be under the control of a third party offering secure transaction services to the relying party as part of a business arrangement.
The term “server” is used herein to refer to software executed on a hardware platform (or across multiple hardware platforms) that receives requests over a network from a client, responsively performs one or more operations, and transmits a response to the client, typically including the results of the operations. The server responds to client requests to provide, or help to provide, a network “service” to the clients. Significantly, a server is not limited to a single computer (e.g., a single hardware device for executing the server software) and may, in fact, be spread across multiple hardware platforms, potentially at multiple geographical locations.
Turning first to
The authentication devices 110-112 are communicatively coupled to the client through an interface 102 (e.g., an application programming interface or API) exposed by a secure transaction service 101. The secure transaction service 101 is a secure application for communicating with one or more secure transaction servers 132-133 over a network and for interfacing with a secure transaction plugin 105 executed within the context of a web browser 104. As illustrated, the Interface 102 may also provide secure access to a secure storage device 120 on the client 100 which stores information related to each of the authentication devices 110-112 such as a device identification code, user identification code, user enrollment data (e.g., scanned fingerprint or other biometric data) protected by the authentication device, and keys wrapped by the authentication device used to perform the secure authentication techniques described herein. For example, as discussed in detail below, a unique key may be stored into each of the authentication devices and used when communicating to servers 130 over a network such as the Internet.
As discussed below, certain types of network transactions are supported by the secure transaction plugin 105 such as HTTP or HTTPS transactions with websites 131 or other servers. In one embodiment, the secure transaction plugin is initiated in response to specific HTML tags inserted into the HTML code of a web page by the web server 131 within the secure enterprise or Web destination 130 (sometimes simply referred to below as “server 130”). In response to detecting such a tag, the secure transaction plugin 105 may forward transactions to the secure transaction service 101 for processing. In addition, for certain types of transactions (e.g., such as secure key exchange) the secure transaction service 101 may open a direct communication channel with the on-premises transaction server 132 (i.e., co-located with the website) or with an off-premises transaction server 133.
The secure transaction servers 132-133 are coupled to a secure transaction database 120 for storing user data, authentication device data, keys and other secure information needed to support the secure authentication transactions described below. It should be noted, however, that the underlying principles of the invention do not require the separation of logical components within the secure enterprise or web destination 130 shown in
As mentioned above, the underlying principles of the invention are not limited to a browser-based architecture shown in
In either of the embodiments shown in
Certain basic principles associated with remotely registering authentication devices and authenticating with a relying party will be described with respect to
During registration of an authenticator (e.g., a fingerprint authenticator, voice authenticator, etc), a key associated with the authenticator is shared between the authentication client 201 and the relying party 202. Referring back to
A secure key provisioning protocol is employed in one embodiment to share the key with the client over a secure communication channel. One example of a key provisioning protocol is the Dynamic Symmetric Key Provisioning Protocol (DSKPP) (see, e.g., Request for Comments (RFC) 6063). However, the underlying principles of the invention are not limited to any particular key provisioning protocol. In one particular embodiment, the client generates a public/private key pair and sends the public key to the server, which may be attested with an attestation key.
Turning to the specific details shown in
The relying party locates the user with the user name or ID code (e.g., in a user account database), validates the random challenge (e.g., using the signature or simply comparing the random challenge to the one that was sent), validates the authentication device's authentication code if one was sent (e.g., the AAID), and creates a new entry in a secure transaction database (e.g., database 120 in
In one embodiment, the relying party 202 generates an authentication key for each authentication device being provisioned. It writes the key to the secure database and sends the key back to the authentication client 201 using the key provisioning protocol. Once complete, the authentication device and the relying party 202 share the same key if a symmetric key was used or different keys if asymmetric keys were used. For example, if asymmetric keys were used, then the relying party 202 may store the public key and provide the private key to the authentication client 201. Upon receipt of the private key from the relying party 202, the authentication client 201 provisions the key into the authentication device (storing it within secure storage associated with the authentication device). It may then use the key during authentication of the user (as described below). In an alternate embodiment, the key(s) are generated by the authentication client 201 and the key provisioning protocol is used to provide the key(s) to the relying party 202. In either case, once provisioning is complete, the authentication client 201 and relying party 202 each have a key and the authentication client 201 notifies the relying party of the completion.
Turning to the specific details shown in
In response to receipt of the authentication request, the user may be presented with a graphical user interface (GUI) requesting authentication (e.g., in the form of a web page or a GUI of an authentication application/app). The user then performs the authentication (e.g., swiping a finger on a fingerprint reader, etc). In response, the authentication client 201 generates an authentication response containing a signature over the random challenge with the private key associated with the authenticator. It may also include other relevant data such as the user ID code in the authentication response.
Upon receipt of the authentication response, the relying party may validate the signature over the random challenge (e.g., using the public key associated with the authenticator) and confirm the identity of the user. Once authentication is complete, the user is permitted to enter into secure transactions with the relying party, as illustrated.
A secure communication protocol such as Transport Layer Security (TLS) or Secure Sockets Layer (SSL) may be used to establish a secure connection between the relying party 201 and the authentication client 202 for any or all of the transactions illustrated in
Many legacy systems may feature support for an authentication methods other than usernames and passwords. For example, secure sockets layer (SSL) virtual private network (VPN) systems support the use of One Time Passwords (OTPs). Systems such as Kerberos allow the user to authenticate to a network or service using a digital certificate.
The embodiments of the invention described herein leverage these features to integrate an online authentication service with such legacy systems without requiring any changes to the legacy system itself (other than configuration changes).
To augment the security of secure socket layer (SSL) virtual private networks (VPNs), enterprises deploy second factor authentication solutions based on OTP approaches. Solutions such as RSA SecurID or OATH require the user to carry an OTP generator and input the OTP generated by this generator in combination with the username and password to authenticate to VPN.
The SSL VPN gateway 415 validates the username and password against a user store 420 (e.g., verifying the user name exists and that the correct password was entered) and validates the OTP by providing the OTP entered by the user to the OTP validation server 425. If the OTP validation server 425 provides an affirmative response, validating the OTP, the SSL VPN gateway 415 grants the user access to the protected internal network 430.
As mentioned, in the above example, the SSL VPN gateway 415 may render a separate form element to enable input of the OTP while, in other cases, the SSL VPN gateway 415 may simply rely on the user appending their OTP to the password in the form's password field. In addition, the SSL VPN gateway 415 may immediately reject access if the primary username and password are not accepted by the user store 420 validation. Communication between the SSL VPN gateway 415 and the OTP validation server 425 may be facilitated by a plugin provided by either the SSL VPN gateway vendor or the OTP validation server vendor. However the majority of SSL VPN gateways support Remote Authentication Dial In User Service (RADIUS; see RFC 2865) integration. Thus, RADIUS support by the OTP solution obviates the need for the OTP server provider to develop SSL VPN gateway-specific connectors.
As illustrated in
In one embodiment, the interaction between the SSL VPN gateway 515, browser 510, and authentication server 202 is as follows. A user opens the web browser 510 and navigates to the SSL VPN gateway 515 which renders a web page 511 containing browser-executable code 512 such as JavaScript. In one embodiment, the browser-executable code 512 triggers authentication by establishing a communication channel with the authentication server 202 and triggering the authentication client 201 to authenticate the user. In one embodiment, the authentication server 202 and client 201 enter into a series of authentication transactions such as those described above with respect to
In one embodiment, in response to a successful authentication, the authentication server 202 generates and passes a cryptographic data structure, referred to herein as a “ticket,” to the browser 510. In one embodiment, the ticket comprises a random string of digits or other form of one time password (OTP) capable of being submitted to the SSL VPN gateway 515 via the fields of the HTML form 511. For example, as mentioned above, a separate field may be defined in the HTML form 511 for the ticket or the ticket may be appended to the end of the user's static password. Regardless of how the ticket is entered, in one embodiment, the JavaScript or other browser executable code 512 submits ticket to the SSL VPN gateway 515. Once received, the SSL VPN gateway 515 validates the ticket via communication with the authentication server 202 (e.g., providing the ticket to the authentication server and receiving a communication indicating that the ticket is valid). For example, upon receipt of the ticket and other user data from the SSL VPN gateway 515 (e.g., the user ID or other form of identifier), the authentication server 202 may compare the ticket with the ticket provided to the browser 510. If the tickets match, then the authentication server 202 sends an “authentication success” message to the SSL VPN gateway 515. If the tickets do not match, then the authentication server sends an “authentication failure” message to the SSL VPN gateway 515. In one embodiment, the SSL VPN gateway 515 validates the ticket against the authentication server 202 using RADIUS (although the underlying principles of the invention are not limited to any specific protocol). Once validated, the SSL VPN gateway 515 grants the user access to the protected internal network 530.
Significantly, the transactions between the SSL VPN gateway 515 and authentication server 202 may be implemented in the same manner (e.g., using the same protocols and data fields) as the success/failure messages provided by the OTP validation server 425. As a result, the SSL VPN gateway 515 does not need to be reconfigured to implement the embodiments of the invention described herein, thereby simplifying the implementation and reducing the time and expense associated therewith.
In the above approach, the SSL VPN login page 511 may be customized to include custom JavaScript or other browser executable code 512 to trigger the authentication. Of course, alternate embodiments may be implemented in the event that the user does not have the authentication client 201 installed.
In addition, communication with the SSL VPN gateway 515 by the JavaScript or other browser executable code 512 may be facilitated through the same HTML form 511 that the user would normally use to authenticate to the SSL VPN gateway 515. The goal would be to pass the ticket obtained by the JavaScript or other executable code using the existing password or OTP fields in the default SSL VPN's HTML form 511 (once again, simplifying and reducing the time and expense associated with implementing the above techniques).
Because these techniques address a well defined problem for a large number of VPN solutions without developing VPN-specific integrations, achieving this integration would require relatively little effort, and allow the authentication service provider (i.e., the entity managing the authentication server 202 and client 201) to provide a packaged solution for delivering secure remote access.
A method in accordance with one embodiment of the invention is illustrated in
At 601, the user opens a browser and navigates to the SSL VPN gateway. At 602, the SSL VPN gateway renders the page containing browser-executable code to trigger authentication on the client. At 603, the browser-executable code establishes a connection with an authentication server to trigger authentication of the user. At 604, the browser-executable code exchanges messages between the authentication client and authentication server to authenticate the user (see, e.g., description above with respect to
At 605, the browser-executable code submits the ticket to the SSL VPN gateway and, at 606, the SSL VPN gateway validates the ticket against the authentication server. As mentioned above, this may involve the authentication server comparing the ticket to the ticket returned in operation 604 to confirm the validity of the ticket (e.g., via RADIUS). At 607, once the ticket is validated, the SSL VPN gateway grants the user access to the protected internal network.
An alternative approach to integrating with legacy systems is possible in cases where the legacy system accepts the use of digital certificates for authentication. These solutions, such as VPNs or Windows Active Directory using Kerberos, typically involve a client-side component to perform the certificate authentication.
Unlike the integration approach outlined above, where the integration on the client side was primarily browser-based (e.g., using JavaScript), in this embodiment, elements of the authentication client 201 are integrated into the legacy solution's client side software to achieve the integration; however, as before, no server-side integration is necessary.
In the specific embodiment shown in
This embodiment also relies on communication between the authentication server 725 and authentication client 201 which enter into a series of authentication transactions to authenticate the end user (e.g., as described above with respect to
In one embodiment, once the credential provider 711 receives the signed short-lived certificate from the authentication server, it enters into a challenge response transaction with the Kerberos infrastructure 730 involving the short-lived certificate. In particular, the Kerberos infrastructure sends a challenge (e.g., random data such as a nonce) to the credential provider 711 which then signs the challenge using the private key of the short-lived certificate. It then sends the short-lived certificate to the Kerberos infrastructure which (1) validates the signature on the short-lived certificate using the public key of the root certificate provided by the authentication server 725 (which it has been configured to trust); and (2) validates the signature over the challenge using the public key from the short-lived certificate. If both signatures are valid, then the Kerberos infrastructure issues a Kerberos ticket to the credential provider 711 which it may then use to gain access to network resources such as file servers, email accounts, etc, managed by the Kerberos infrastructure.
Using these techniques, the authentication server 725 and client 201 may be integrated without significant modification to the existing active directory 735 and Kerberos infrastructure 730. Rather, all that is required is that the active directory 735/Kerberos infrastructure are configured to trust the root certificate held by the authentication server 725.
At 801, the user opens a device such as a Windows device and attempts to log in. At 802, an authentication client is triggered to authenticate the user. In response, the authentication client performs online authentication with an authentication server. For example, as discussed above, the authentication client may have previously registered one or more authentication devices with the server (e.g., a fingerprint authentication device, a voice authentication device, etc). It may then authenticate with the server using a series of transactions such as those described above with respect to
Regardless of the specific protocol used for authentication, if authentication is successful, then at 803, the authentication server returns a short-lived digital certificate to the authentication client which is signed using a private key of a root certificate maintained by the authentication server. As mentioned, the root certificate is trusted by the active directory/Kerberos infrastructure.
At 804, the authentication client then uses the short-lived digital certificate to authenticate to the Kerberos infrastructure. For example, the Kerberos infrastructure may send a challenge (e.g., random data such as a nonce) to the authentication client which then signs the challenge using the private key of the short-lived certificate. It then sends the short-lived certificate to the Kerberos infrastructure which, at 805, validates the signature on the short-lived certificate using the public key of the root certificate provided by the authentication server (which it has been configured to trust); and validates the signature over the challenge using the public key from the short-lived certificate. If both signatures are valid, then the Kerberos infrastructure issues a Kerberos ticket to the authentication client which, at 806, it may then use to gain access to network resources such as file servers, email accounts, etc, managed by the Kerberos infrastructure.
The end result is that online authentication using an authentication server and authentication client may be used to front-end authentication for a legacy system, gaining all the flexibility of efficient online authentication, without requiring changes to the back end legacy application infrastructure.
Numerous benefits are realized through the embodiments of the invention described herein including, but not limited to:
Reduction in Initial Integration Effort:
Allows a Relying Party to deploy online authentication without re-writing their application to incorporate the online authentication functionality, or to enable integration with a third-party federation server.
Simplification of Policy Administration:
By expressing the authentication policy outside of code, this approach allows the organization to easily update their authentication policies without requiring code changes. Changes to reflect new interpretations of regulatory mandates, or to respond to attacks on existing authentication mechanisms become a simple change in the policy, and can be effected quickly.
Enablement of Future Refinement:
As new authentication devices and mechanisms become available, an organization can evaluate the appropriateness of the devices/mechanisms when addressing new or emerging risks. Integrating a newly-available authentication device only requires adding the device to a policy; no new code has to be written to deploy the new capability immediately, even to legacy applications.
Reduction in Direct Token Costs:
Legacy OTP approaches rely on physical hardware tokens that tend to be both relatively expensive on a per-user basis (though they are getting cheaper), and carry the problem of loss/breakage replacement costs. The online authentication approach described herein can dramatically reduce the deployment costs by leveraging capabilities already available on the end user's device, eliminating the cost of acquiring dedicated authentication hardware for each end user.
Indirect Deployment Costs:
OTP approaches typically require an IT administrator to provision the end user's token with the OTP validation server; software-based desktop OTP generators still require helpdesk intervention during initial deployment. The online authentication approach can dramatically reduce the deployment costs by leveraging capabilities already available on the end user's device, and delivering a self-service enrollment model for deployment.
Improved End User Experience:
OTP approaches require the user to not only carry their OTP generator (which many forget, resulting in additional helpdesk costs to enable temporary access) but also to manually input the OTP into the application. The FIDO approach can dramatically reduce the impact of authentication on the end user by replacing user name/password and OTP entry with something simpler, like swiping a finger over a fingerprint sensor.
As illustrated in
According to one embodiment of the invention, the exemplary architecture of the data processing system 1000 may used for the mobile devices described above. The data processing system 1000 includes the processing system 1020, which may include one or more microprocessors and/or a system on an integrated circuit. The processing system 1020 is coupled with a memory 1010, a power supply 1025 (which includes one or more batteries) an audio input/output 1040, a display controller and display device 1060, optional input/output 1050, input device(s) 1070, and wireless transceiver(s) 1030. It will be appreciated that additional components, not shown in
The memory 1010 may store data and/or programs for execution by the data processing system 1000. The audio input/output 1040 may include a microphone and/or a speaker to, for example, play music and/or provide telephony functionality through the speaker and microphone. The display controller and display device 1060 may include a graphical user interface (GUI). The wireless (e.g., RF) transceivers 1030 (e.g., a WiFi transceiver, an infrared transceiver, a Bluetooth transceiver, a wireless cellular telephony transceiver, etc.) may be used to communicate with other data processing systems. The one or more input devices 1070 allow a user to provide input to the system. These input devices may be a keypad, keyboard, touch panel, multi touch panel, etc. The optional other input/output 1050 may be a connector for a dock.
Embodiments of the invention may include various steps as set forth above. The steps may be embodied in machine-executable instructions which cause a general-purpose or special-purpose processor to perform certain steps. Alternatively, these steps may be performed by specific hardware components that contain hardwired logic for performing the steps, or by any combination of programmed computer components and custom hardware components.
Elements of the present invention may also be provided as a machine-readable medium for storing the machine-executable program code. The machine-readable medium may include, but is not limited to, floppy diskettes, optical disks, CD-ROMs, and magneto-optical disks, ROMs, RAMs, EPROMs, EEPROMs, magnetic or optical cards, or other type of media/machine-readable medium suitable for storing electronic program code.
Throughout the foregoing description, for the purposes of explanation, numerous specific details were set forth in order to provide a thorough understanding of the invention. It will be apparent, however, to one skilled in the art that the invention may be practiced without some of these specific details. For example, it will be readily apparent to those of skill in the art that the functional modules and methods described herein may be implemented as software, hardware or any combination thereof. Moreover, although some embodiments of the invention are described herein within the context of a mobile computing environment, the underlying principles of the invention are not limited to a mobile computing implementation. Virtually any type of client or peer data processing devices may be used in some embodiments including, for example, desktop or workstation computers. Accordingly, the scope and spirit of the invention should be judged in terms of the claims which follow.
Embodiments of the invention may include various steps as set forth above. The steps may be embodied in machine-executable instructions which cause a general-purpose or special-purpose processor to perform certain steps. Alternatively, these steps may be performed by specific hardware components that contain hardwired logic for performing the steps, or by any combination of programmed computer components and custom hardware components.
Number | Name | Date | Kind |
---|---|---|---|
5280527 | Gullman et al. | Jan 1994 | A |
5764789 | Pare, Jr. et al. | Jun 1998 | A |
6088450 | Davis et al. | Jul 2000 | A |
6178511 | Cohen et al. | Jan 2001 | B1 |
6377691 | Swift et al. | Apr 2002 | B1 |
6618806 | Brown et al. | Sep 2003 | B1 |
6751733 | Nakamura et al. | Jun 2004 | B1 |
6842896 | Redding et al. | Jan 2005 | B1 |
6938156 | Wheeler et al. | Aug 2005 | B2 |
7155035 | Kondo et al. | Dec 2006 | B2 |
7194763 | Potter et al. | Mar 2007 | B2 |
7263717 | Boydstun et al. | Aug 2007 | B1 |
7444368 | Wong et al. | Oct 2008 | B1 |
7487357 | Smith | Feb 2009 | B2 |
7512567 | Bemmel et al. | Mar 2009 | B2 |
7698565 | Bjorn et al. | Apr 2010 | B1 |
7865937 | White | Jan 2011 | B1 |
7941669 | Foley et al. | May 2011 | B2 |
8060922 | Crichton | Nov 2011 | B2 |
8166531 | Suzuki | Apr 2012 | B2 |
8245030 | Lin | Aug 2012 | B2 |
8284043 | Judd et al. | Oct 2012 | B2 |
8291468 | Chickering | Oct 2012 | B1 |
8353016 | Pravetz et al. | Jan 2013 | B1 |
8359045 | Hopkins, III | Jan 2013 | B1 |
8458465 | Stern et al. | Jun 2013 | B1 |
8489506 | Hammad et al. | Jul 2013 | B2 |
8516552 | Raleigh | Aug 2013 | B2 |
8555340 | Potter et al. | Oct 2013 | B2 |
8561152 | Novak et al. | Oct 2013 | B2 |
8584224 | Pei et al. | Nov 2013 | B1 |
8607048 | Nogawa | Dec 2013 | B2 |
8646060 | Ben Ayed | Feb 2014 | B1 |
8713325 | Ganesan | Apr 2014 | B2 |
8719905 | Ganesan | May 2014 | B2 |
8776180 | Kumar et al. | Jul 2014 | B2 |
8856541 | Chaudhury et al. | Oct 2014 | B1 |
8949978 | Lin | Feb 2015 | B1 |
8958599 | Starner | Feb 2015 | B1 |
8978117 | Bentley et al. | Mar 2015 | B2 |
9015482 | Baghdasaryan et al. | Apr 2015 | B2 |
9032485 | Chu | May 2015 | B2 |
9083689 | Lindemann et al. | Jul 2015 | B2 |
9171306 | He et al. | Oct 2015 | B1 |
9172687 | Baghdasaryan et al. | Oct 2015 | B2 |
9396320 | Lindemann | Jul 2016 | B2 |
20020040344 | Preiser et al. | Apr 2002 | A1 |
20020073316 | Collins et al. | Jun 2002 | A1 |
20020073320 | Rinkevich et al. | Jun 2002 | A1 |
20020087894 | Foley et al. | Jul 2002 | A1 |
20020112170 | Foley et al. | Aug 2002 | A1 |
20020174344 | Ting | Nov 2002 | A1 |
20020174348 | Ting | Nov 2002 | A1 |
20030055792 | Kinoshita et al. | Mar 2003 | A1 |
20030065805 | Barnes | Apr 2003 | A1 |
20030084300 | Koike | May 2003 | A1 |
20030087629 | Juitt | May 2003 | A1 |
20030115142 | Brickell et al. | Jun 2003 | A1 |
20030135740 | Talmor et al. | Jul 2003 | A1 |
20030152252 | Kondo | Aug 2003 | A1 |
20030226036 | Bivens et al. | Dec 2003 | A1 |
20030236991 | Letsinger | Dec 2003 | A1 |
20040101170 | Tisse | May 2004 | A1 |
20040123153 | Wright et al. | Jun 2004 | A1 |
20050021964 | Bhatnagar et al. | Jan 2005 | A1 |
20050080716 | Belyi et al. | Apr 2005 | A1 |
20050097320 | Golan et al. | May 2005 | A1 |
20050125295 | Tidwell et al. | Jun 2005 | A1 |
20050160052 | Schneider | Jul 2005 | A1 |
20050187883 | Bishop et al. | Aug 2005 | A1 |
20050223236 | Yamada et al. | Oct 2005 | A1 |
20050278253 | Meek et al. | Dec 2005 | A1 |
20060026671 | Potter et al. | Feb 2006 | A1 |
20060029062 | Rao | Feb 2006 | A1 |
20060156385 | Chiviendacz et al. | Jul 2006 | A1 |
20060282670 | Karchov | Dec 2006 | A1 |
20070005988 | Zhang et al. | Jan 2007 | A1 |
20070077915 | Black et al. | Apr 2007 | A1 |
20070088950 | Wheeler et al. | Apr 2007 | A1 |
20070100756 | Varma | May 2007 | A1 |
20070106895 | Huang et al. | May 2007 | A1 |
20070107048 | Halls et al. | May 2007 | A1 |
20070118883 | Potter et al. | May 2007 | A1 |
20070165625 | Elsner | Jul 2007 | A1 |
20070168677 | Kudo | Jul 2007 | A1 |
20070169182 | Wolfond | Jul 2007 | A1 |
20070198435 | Siegal et al. | Aug 2007 | A1 |
20070239980 | Funayama | Oct 2007 | A1 |
20070278291 | Rans et al. | Dec 2007 | A1 |
20070286130 | Shao et al. | Dec 2007 | A1 |
20080005562 | Sather et al. | Jan 2008 | A1 |
20080025234 | Zhu | Jan 2008 | A1 |
20080034207 | Cam-Winget et al. | Feb 2008 | A1 |
20080046334 | Lee et al. | Feb 2008 | A1 |
20080046984 | Bohmer et al. | Feb 2008 | A1 |
20080049983 | Miller et al. | Feb 2008 | A1 |
20080086759 | Colson | Apr 2008 | A1 |
20080134311 | Medvinsky | Jun 2008 | A1 |
20080141339 | Gomez et al. | Jun 2008 | A1 |
20080172725 | Fujii et al. | Jul 2008 | A1 |
20080209545 | Asano | Aug 2008 | A1 |
20080232565 | Kutt et al. | Sep 2008 | A1 |
20080235801 | Soderberg et al. | Sep 2008 | A1 |
20080271150 | Boerger et al. | Oct 2008 | A1 |
20080289019 | Lam | Nov 2008 | A1 |
20080313719 | Kaliski, Jr. et al. | Dec 2008 | A1 |
20080320308 | Kostiainen et al. | Dec 2008 | A1 |
20090049510 | Zhang et al. | Feb 2009 | A1 |
20090064292 | Carter et al. | Mar 2009 | A1 |
20090089870 | Wahl | Apr 2009 | A1 |
20090100269 | Naccache | Apr 2009 | A1 |
20090116651 | Liang | May 2009 | A1 |
20090133113 | Schneider | May 2009 | A1 |
20090138724 | Chiou et al. | May 2009 | A1 |
20090138727 | Campello | May 2009 | A1 |
20090158425 | Chan et al. | Jun 2009 | A1 |
20090183003 | Haverinen | Jul 2009 | A1 |
20090193508 | Brenneman | Jul 2009 | A1 |
20090196418 | Tkacik et al. | Aug 2009 | A1 |
20090199264 | Lang | Aug 2009 | A1 |
20090204964 | Foley | Aug 2009 | A1 |
20090235339 | Mennes et al. | Sep 2009 | A1 |
20090271618 | Camenisch et al. | Oct 2009 | A1 |
20090300714 | Ahn | Dec 2009 | A1 |
20090307139 | Mardikar et al. | Dec 2009 | A1 |
20090327131 | Beenau et al. | Dec 2009 | A1 |
20090328197 | Newell | Dec 2009 | A1 |
20100010932 | Law et al. | Jan 2010 | A1 |
20100023454 | Exton et al. | Jan 2010 | A1 |
20100029300 | Chen | Feb 2010 | A1 |
20100042848 | Rosener | Feb 2010 | A1 |
20100062744 | Ibrahim | Mar 2010 | A1 |
20100070424 | Monk | Mar 2010 | A1 |
20100082484 | Erhart et al. | Apr 2010 | A1 |
20100083000 | Kesanupalli | Apr 2010 | A1 |
20100094681 | Almen et al. | Apr 2010 | A1 |
20100105427 | Gupta | Apr 2010 | A1 |
20100107222 | Glasser | Apr 2010 | A1 |
20100114776 | Weller et al. | May 2010 | A1 |
20100169650 | Brickell et al. | Jul 2010 | A1 |
20100175116 | Gum | Jul 2010 | A1 |
20100186072 | Kumar | Jul 2010 | A1 |
20100192209 | Steeves et al. | Jul 2010 | A1 |
20100223663 | Morimoto et al. | Sep 2010 | A1 |
20100242088 | Thomas | Sep 2010 | A1 |
20100287369 | Monden | Nov 2010 | A1 |
20100325664 | Grebenick et al. | Dec 2010 | A1 |
20100325684 | Grebenik | Dec 2010 | A1 |
20100325711 | Etchegoyen | Dec 2010 | A1 |
20110004933 | Dickinson et al. | Jan 2011 | A1 |
20110022835 | Schibuk | Jan 2011 | A1 |
20110047608 | Levenberg | Feb 2011 | A1 |
20110071841 | Fomenko et al. | Mar 2011 | A1 |
20110078443 | Greenstein et al. | Mar 2011 | A1 |
20110082801 | Baghdasaryan | Apr 2011 | A1 |
20110083016 | Kesanupalli et al. | Apr 2011 | A1 |
20110107087 | Lee et al. | May 2011 | A1 |
20110167154 | Bush et al. | Jul 2011 | A1 |
20110167472 | Evans et al. | Jul 2011 | A1 |
20110191200 | Bayer et al. | Aug 2011 | A1 |
20110197267 | Gravel et al. | Aug 2011 | A1 |
20110219427 | Hito et al. | Sep 2011 | A1 |
20110225431 | Stufflebeam, Jr. et al. | Sep 2011 | A1 |
20110228330 | Nogawa | Sep 2011 | A1 |
20110231911 | White et al. | Sep 2011 | A1 |
20110246766 | Orsini et al. | Oct 2011 | A1 |
20110265159 | Ronda | Oct 2011 | A1 |
20110279228 | Kumar | Nov 2011 | A1 |
20110280402 | Ibrahim | Nov 2011 | A1 |
20110296518 | Faynberg et al. | Dec 2011 | A1 |
20110307706 | Fielder | Dec 2011 | A1 |
20110307949 | Ronda | Dec 2011 | A1 |
20110314549 | Song et al. | Dec 2011 | A1 |
20110320823 | Saroiu et al. | Dec 2011 | A1 |
20120018506 | Hammad et al. | Jan 2012 | A1 |
20120023568 | Cha et al. | Jan 2012 | A1 |
20120046012 | Forutanpour et al. | Feb 2012 | A1 |
20120075062 | Osman et al. | Mar 2012 | A1 |
20120084566 | Chin et al. | Apr 2012 | A1 |
20120102553 | Hsueh et al. | Apr 2012 | A1 |
20120124639 | Shaikh et al. | May 2012 | A1 |
20120124651 | Ganesan | May 2012 | A1 |
20120144461 | Rathbun | Jun 2012 | A1 |
20120159577 | Belinkiy | Jun 2012 | A1 |
20120191979 | Feldbau | Jul 2012 | A1 |
20120203906 | Jaudon et al. | Aug 2012 | A1 |
20120204032 | Wilkins | Aug 2012 | A1 |
20120210135 | Panchapakesan et al. | Aug 2012 | A1 |
20120249298 | Sovio et al. | Oct 2012 | A1 |
20120272056 | Ganesan | Oct 2012 | A1 |
20120278873 | Calero et al. | Nov 2012 | A1 |
20120291114 | Poliashenko et al. | Nov 2012 | A1 |
20120313746 | Rahman et al. | Dec 2012 | A1 |
20120317297 | Bailey | Dec 2012 | A1 |
20130042327 | Chow | Feb 2013 | A1 |
20130046976 | Rosati | Feb 2013 | A1 |
20130046991 | Lu et al. | Feb 2013 | A1 |
20130054967 | Davoust et al. | Feb 2013 | A1 |
20130061055 | Schibuk | Mar 2013 | A1 |
20130067546 | Thavasi et al. | Mar 2013 | A1 |
20130073859 | Carlson et al. | Mar 2013 | A1 |
20130086669 | Sondhi et al. | Apr 2013 | A1 |
20130090939 | Robinson | Apr 2013 | A1 |
20130097682 | Zeljkovic | Apr 2013 | A1 |
20130104187 | Weidner | Apr 2013 | A1 |
20130104190 | Simske | Apr 2013 | A1 |
20130119130 | Braams | May 2013 | A1 |
20130124285 | Pravetz et al. | May 2013 | A1 |
20130125197 | Pravetz | May 2013 | A1 |
20130125222 | Pravetz et al. | May 2013 | A1 |
20130133049 | Peirce | May 2013 | A1 |
20130133054 | Davis et al. | May 2013 | A1 |
20130144785 | Karpenko et al. | Jun 2013 | A1 |
20130159413 | Davis et al. | Jun 2013 | A1 |
20130159716 | Buck et al. | Jun 2013 | A1 |
20130160083 | Schrix et al. | Jun 2013 | A1 |
20130167196 | Spencer et al. | Jun 2013 | A1 |
20130219456 | Sharma et al. | Aug 2013 | A1 |
20130227646 | Haggerty et al. | Aug 2013 | A1 |
20130239173 | Dispensa | Sep 2013 | A1 |
20130318343 | Bjarnason et al. | Nov 2013 | A1 |
20130337777 | Deutsch et al. | Dec 2013 | A1 |
20130346176 | Alolabi et al. | Dec 2013 | A1 |
20140007215 | Romano | Jan 2014 | A1 |
20140013422 | Janus et al. | Jan 2014 | A1 |
20140033271 | Barton et al. | Jan 2014 | A1 |
20140040987 | Haugsnes | Feb 2014 | A1 |
20140044265 | Kocher et al. | Feb 2014 | A1 |
20140047510 | Belton et al. | Feb 2014 | A1 |
20140066015 | Aissi | Mar 2014 | A1 |
20140068746 | Gonzalez | Mar 2014 | A1 |
20140075516 | Chermside | Mar 2014 | A1 |
20140089243 | Oppenheimer | Mar 2014 | A1 |
20140096182 | Smith | Apr 2014 | A1 |
20140101439 | Pettigrew et al. | Apr 2014 | A1 |
20140109174 | Barton | Apr 2014 | A1 |
20140115702 | Li et al. | Apr 2014 | A1 |
20140130127 | Toole et al. | May 2014 | A1 |
20140137191 | Goldsmith et al. | May 2014 | A1 |
20140164776 | Hook et al. | Jun 2014 | A1 |
20140173754 | Barbir | Jun 2014 | A1 |
20140188770 | Agrafioti et al. | Jul 2014 | A1 |
20140189350 | Baghdasaryan | Jul 2014 | A1 |
20140189360 | Baghdasaryan | Jul 2014 | A1 |
20140189779 | Baghdasaryan | Jul 2014 | A1 |
20140189791 | Lindemann | Jul 2014 | A1 |
20140189807 | Cahill et al. | Jul 2014 | A1 |
20140189808 | Mahaffey | Jul 2014 | A1 |
20140189828 | Baghdasaryan | Jul 2014 | A1 |
20140189835 | Umerley | Jul 2014 | A1 |
20140201809 | Choyi et al. | Jul 2014 | A1 |
20140230032 | Duncan | Aug 2014 | A1 |
20140245391 | Adenuga | Aug 2014 | A1 |
20140250523 | Savvides et al. | Sep 2014 | A1 |
20140258125 | Gerber et al. | Sep 2014 | A1 |
20140258711 | Brannon | Sep 2014 | A1 |
20140282868 | Sheller et al. | Sep 2014 | A1 |
20140282945 | Smith et al. | Sep 2014 | A1 |
20140282965 | Sambamurthy et al. | Sep 2014 | A1 |
20140289117 | Baghdasaryan | Sep 2014 | A1 |
20140289820 | Lindemann et al. | Sep 2014 | A1 |
20140289833 | Briceno et al. | Sep 2014 | A1 |
20140298419 | Boubez | Oct 2014 | A1 |
20150046340 | Dimmick | Feb 2015 | A1 |
20150142628 | Suplee et al. | May 2015 | A1 |
20150180869 | Verma | Jun 2015 | A1 |
20150269050 | Filimonov | Sep 2015 | A1 |
20150326529 | Morita | Nov 2015 | A1 |
20150381580 | Graham et al. | Dec 2015 | A1 |
20160072787 | Balabine et al. | Mar 2016 | A1 |
20160087952 | Tartz et al. | Mar 2016 | A1 |
20160087957 | Shah et al. | Mar 2016 | A1 |
20170004487 | Hagen et al. | Jan 2017 | A1 |
Number | Date | Country |
---|---|---|
2005003985 | Jan 2005 | WO |
WO2013082190 | Jun 2013 | WO |
Entry |
---|
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US15/50348, mailed Dec. 22, 2015, 9 pages. |
Anthony J. Nicholson, “Mobile Device Security Using Transient Authenticatio,” IEEE Transactions on Mobile Computing vol. 5, No. 11, pp. 1489-1502 (Nov. 2006). |
Mohammad O. Dewari, “Unobtrusive User-Authentication on Mobile Phones using Biometric Gait Recognition” (2010), 6 pages. |
Niinuma, Koichiro, and Anil K. Jain. “Continuous user authentication using temporal information.” SPIE Defense, Security, and Sensing. International Society for Optics and Photonics, 2010. (currently at http://www.cse.msu.edu/biometrics/Publications/Face/NiinumaJain—ContinuousAuth—SPIE10.pdf). |
BehavioSec, “Measuring FAR/FRR/EER in Continuous Authentication,” Stockholm, Sweden (2009), 8 pages. |
The Online Certificate Status Protocol (OCSP, RFC2560), 24 pages. |
See current WikiPedia article for “Eye Tracking” at en.wikipedia.org/wiki/Eye—tracking, 15 pages, Jun. 21, 2014. |
(See Hartzell, “Crazy Egg Heatmap Shows Where People Click on Your Website” (Nov 30, 2012), currently at www.michaelhartzell.com/Blog/bid/92970/Crazy-Egg-Heatmap-shows-where-people-click-on-your-website). |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US13/77888, dated Aug. 8, 2014, 10 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US14/39627, dated Oct. 16, 2014, 3 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US14/31344, dated Nov. 3, 2014, 8 pages. |
Office Action from U.S. Appl. No. 14/066,384, dated Jan. 7, 2015, 24 pages. |
Office Action from U.S. Appl. No. 14/145,439, dated Feb. 12, 2015, 18 pages. |
Office Action from U.S. Appl. No. 14/145,533, dated Jan. 26, 2015, 13 pages. |
Office Action from U.S. Appl. No. 14/145,607, dated Mar. 20, 2015, 22 pages. |
Office Action from U.S. Appl. No. 14/218,551, dated Apr. 23, 2015, 9 pages. |
Office Action from U.S. Appl. No. 14/218,575, dated Feb. 10, 2015, 17 pages. |
Office Action from U.S. Appl. No. 14/066,273, dated May 8, 2015, 31 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,533, dated May 11, 2015, 5 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,439, dated Jul. 6, 2015, 6 pages. |
Transmittal of International Preliminary Report on Patentability from foreign counterpart PCT/US2013/077888, dated Jul. 9, 2015, 7 pages. |
Office Action from U.S. Appl. No. 14/268,733, dated Jul. 16, 2015, 13 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/028924, dated Jul. 30, 2015, 10 pages. |
Office Action from U.S. Appl. No. 14/218,575, dated Aug. 7, 2015, 19 pages. |
Final Office Action from U.S. Appl. No. 14/066,384, dated Aug. 20, 2015, 23 pages. |
Office Action from U.S. Appl. No. 14/268,619, dated Aug. 24, 2015, 17 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,607, dated Sep. 2, 2015, 19 pages. |
Final Office Action from U.S. Appl. No. 14/218,551, dated Sep. 9, 2015, 15 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,533, dated Sep. 14, 2015, 13 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,697, dated Sep. 15, 2015, 14 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/042785, dated Oct. 16, 2015, 8 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/042799, dated Oct. 19, 2015, 13 pages. |
Office Action from U.S. Appl. No. 14/448,641, dated Nov. 9, 2015, 21 pages. |
Barker et al; “Recommendation for key management Part 3: Application—Specific Key Management Guidance”; NIST special Publication 800-57, pp. 1-103, Dec. 2009. |
Office Action from U.S. Appl. No. 14/448,814, dated Aug. 4, 2015, 13 pages. |
World Wide Web, Consortium, W3C Working Draft: Media Capture and Streams (2013). |
Office Action from U.S. Appl. No. 14/218,692, dated Nov. 4, 2015, 16 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,439, dated Oct. 28, 2015, 12 pages. |
Brickell, Ernie, Jan Camenisch, and Liqun Chen. “Direct anonymous attestation.” Proceedings of the 11th ACM conference on Computer and communications security. ACM, 2004, 6 pages. |
Chen, Liqun, and Jiangtao Li. “Flexible and scalable digital signatures in TPM 2.0.” Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security. ACM, 2013. |
Chakka, Murali Mohan, et al. “Competition on counter measures to 2-d facial spoofing attacks.” Biometrics (IJCB), 2011 International Joint Conference on. IEEE, 2011, 6 pages. |
Marcialis, Gian Luca, et al. “First international fingerprint liveness detection competition—livdet 2009.” Image Analysis and Processing—ICIAP 2009. Springer Berlin Heidelberg, 2009. 12-23. |
Uludag, Umut, and Anil K. Jain. “Attacks on biometric systems: a case study in fingerprints.” Electronic Imaging 2004. International Society for Optics and Photonics, 2004, 12 pages. |
Ratha, Nalini K., Jonathan H. Connell, and Ruud M. Bolle. “An analysis of minutiae matching strength.” Audio-and Video-Based Biometric Person Authentication. Springer Berlin Heidelberg, 2001, 7 pages. |
Schneier, B., “Biometrics: Uses and Abuses”. Aug. 1999. Inside Risks 110 (CACM 42, 8, Aug. 1999). http://www.schneier.com/essay-019.pdf. |
Zhao, W., et al. “Face Recognition: A Literature Survey”. ACM Computing Surveys, vol. 35, No. 4. Dec. 2003, pp. 399-458. |
Abate, A., et al., “2D and 3D face recognition: A survey”. Pattern Recognition Letters. 2007, 28, pp. 1885-1906. |
GSM Arena. GSM Arena. [Online] Nov. 13, 2011. [Cited: Sep. 29, 2012.] http://www.gsmarena.com/ice—cream—sandwichs—face—unlock—duped—using—a—photograph-news-3377.php. Downloaded Aug. 18, 2015. |
Wilson, R., James. Unbuntu Life, “How To Trick Google's New Face Unlock On Android 4.1 Jelly Bean”. Print Screen Mac. [Online] Aug. 6, 2012. [Cited: Sep. 28, 2012.] http://printscreenmac.info/how-to-trick-android-jelly-bean-face-unlock/. downloaded Aug. 13, 2015. |
Phillips, P., J., et al., “Face Recognition Vendor Test 2002: Evaluation Report”. s.l. : NISTIR 6965, 2002. 56 pages. http://www.face-rec.org/vendors/FRVT—2002—Evaluation—Report.pdf. |
Phillips, P.J., et al., “FRVT 2006 and ICE 2006 Large-Scale Results”, NIST IR 7408. Gaithersburg : NIST, 2006. Mar. 29, 2007. pp. 1-55. |
Grother, P.J., et al., NIST. Report on the Evaluation of 2D Still-Image Face Recognition Algorithms, NIST IR 7709. s.l. : NIST, 2011. Jun. 22, 2010. pp. 1-58. |
Ratha, N., et al., IBM Thomas J. Watson Research Center. An Analysis of Minutiae Matching Strength P. Hawthorne, NY 10532 : IBM. 7 pages. http://pdf.aminer.org/000/060/741/an—analysis—of—minutiae—matching—strength.pdf. |
Roberts, C., “Biometric Attack Vectors and Defences”. Sep. 2006. 25 pages. http://otago.ourarchive.ac.nz/bitstream/handle/10523/1243/BiometricAttackVectors.pdf. |
Pinto, A., et al., “Video-Based Face Spoofing Detection through Visual Rhythm Analysis”. Los Alamitos : IEEE Computer Society Conference Publishing Services, 2012. Conference on Graphics, Patterns and Images, 25. 8 pages.(SIBGRAPI). http://sibgrapi.sid.inpe.br/rep/sid.inpe.br/sibgrapi/2012/07.13.21.16?mirror=sid.inpe.br/banon/2001/03.30.15.38.24&metadatarepository=sid.inpe.br/sibgrapi/2012/07.13.21.16.53. |
Li, J., et al., “Live Face Detection Based on the Analysis of Fourier Spectra”. Biometric Technology for Human Identification. 2004, pp. 296-303. |
Tan, X., et al., “Face Liveness Detection from A Single Image with Sparse Low Rank Bilinear Discriminative Model”. s.l. : European Conference on Computer Vision, 2010. pp. 1-14. |
Määttä, J., et al., “Machine Vision Group, University of Oulu”, Finland. “Face Spoofing Detection From Single Images Using Micro-Texture Analysis”. Oulu, Finland : IEEE, 2011. pp. 1-7. http://www.ee.oulu.fi/research/mvmp/mvg/files/pdf/131.pdf. |
HeikkilÄ, M., et al., “A Texture-Based Method for Modeling the Background and Detecting Moving Objects”. Oulu : IEEE, Jun. 22, 2005. Draft. 16 pages. http://www.ee.oulu.fi/mvg/files/pdf/pdf—662.pdf. |
Peng, Y., et al. “RASL: Robust Alignment by Sparse and Low-rank Decomposition for Linearly Correlated Images”. IEEE Conference on Computer Vision and Pattern Recognition. 2010, pp. 763-770. http://yima.csl.illinois.edu/psfile/RASL—CVPR10.pdf. |
Kong, S., et al., “Recent advances in visual and infrared face recognition” —a review. Journal of Computer Vision and Image Understanding. Jun. 2005, vol. 1, 97, pp. 103-135. |
Kollreider, K., et al., Halmstad University, SE-30118, Sweden. Evaluating Liveness by Face Images and the Structure Tensor. Halmstad, Sweden : s.n., 2005. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.62.6534&rep=rep1&type=pdf. |
Smiatacz, M., et al., Gdansk University of Technology. Liveness Measurements Using Optical Flow for Biometric Person Authentication. Metrology and Measurement Systems. 2012, vol. XIX, 2. pp. 257-268. |
Bao, W., et al., et al.,“A liveness detection method for face recognition based on optical flow field”. Image Analysis and Signal Processing, IASP 2009. Apr. 11-12, 2009, pp. 233-236. http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5054589&isnumber=5054562. |
Pan, G., et al., “Liveness Detection for Face Recognition”. Recent Advances in Face Recognition. Vienna : I-Tech, 2008, Ch. 9, pp. 109-124, ISBN: 978-953-7619-34-3. |
National Science & Technology Council's Subcommittee on Biometrics. Biometrics Glossary. 33 pages, Last updated Sep. 14, 2006. NSTC. http://www.biometrics.gov/documents/glossary.pdf. |
Ross, A., et al. “Multimodal Biometrics: An Overview”. Proceedings of 12th European Signal Processing Conference (EUSIPCO). Sep. 2004, pp. 1221-1224. http://www.csee.wvu.edu/˜ross/pubs/RossMultimodalOverview—EUSIPCO04.pdf. |
Rodrigues, R.N., et al. Robustness of multimodal biometric fusion methods against spoof attacks. Journal of Visual Language and Computing. 2009. 11 pages, doi:10.1016/j.jvIc.2009.01.010; http://cubs.buffalo.edu/govind/papers/visual09.pdf. |
Akhtar, Z., et al., “Spoof Attacks on Multimodal Biometric Systems”. Alfarid. Singapore : IACSIT Press, Singapore, 2011. 2011 International Conference on Information and Network Technology IPCSIT. vol. 4. pp. 46-51. http://www.ipcsit.com/vol4/9-ICINT2011T046.pdf. |
Hernandez, T., “But What Does It All Mean? Understanding Eye-Tracking Results (Part 3)”, Sep. 4, 2007, 2 pages. EyeTools. Part III: What is a heatmap . . . really? [Online] [Cited: Nov. 1, 2012.] http://eyetools.com/articles/p3-understanding-eye-tracking-what-is-a-heatmap-really. |
Nielsen, Jakob. useit.com. Jakob Nielsen's Alertbox—Scrolling and Attention. [Online] Mar. 22, 2010. [Cited: Nov. 1, 2012.] 6 pages. http://www.useit.com/alertbox/scrolling-attention.html. |
Nielsen, Jakib. useit.com. Jakob Nielsen's Alertbox—Horizontal Attention Leans Left. [Online] Apr. 6, 2010. [Cited: Nov. 1, 2012.] 4 pages. http://www.useit.com/alertbox/horizontal-attention.html. |
Lubin, G., et al., Business Insider. “16 Heatmaps That Reveal Exactly Where People Look”. [Online] May 21, 2012. [Cited: Nov. 1, 2012.] pp. 1-21. http://www.businessinsider.com/eye-tracking-heatmaps-2012-5?op=1. |
Huang, L., et al., “Clickjacking: Attacks and Defenses”. s.l. : Usenix Security 2012, pp. 1-16, 2012. https://www.usenix.org/system/files/conference/usenixsecurity12/sec12-final39.pdf. |
Willis, N., Linux.com. Weekend Project: Take a Tour of Open Source Eye-Tracking Software. [Online] Mar. 2, 2012. [Cited: Nov. 1, 2012.] https://www.linux.com/learn/tutorials/550880-weekend-project-take-a-tour-of-open-source-eye-tracking-software. |
Chetty, G. School of ISE, University of Canberra, Australia. “Multilevel liveness verification for face-voice biometric authentication”. BYSM-2006 Symposium. Baltimore: BYSM-Symposium, 9 pages. Sep. 19, 2006. http://www.biometrics.org/bc2006/presentations/Tues—Sep—19/BSYM/19—Chetty—research.pdf. |
Tresadern, P., et al., “Mobile Biometrics (MoBio): Joint Face and Voice Verification for a Mobile Platform”. 2012. http://personal.ee.surrey.ac.uk/Personal/Norman.Poh/data/tresadern—PervComp2012—draft.pdf. |
Jafri, R., et al., “A Survey of Face Recognition Techniques. Journal of Information Processing Systems”, vol. 5, No. 2, Jun. 2009. Jun. 2009, vol. 5, 2, pp. 41-68. http://www.cosy.sbg.ac.at/˜uhl/face—recognition.pdf. |
Himanshu, et al., “A Review of Face Recognition”. International Journal of Research in Engineering & Applied Sciences. Feb. 2012, vol. 2, 2, pp. 835-846. http://euroasiapub.org/IJREAS/Feb2012/81.pdf. |
Phillips, P. J., et al., “Biometric Image Processing and Recognition”. Chellappa. 1998. Eusipco .8 pages. |
Zhou, et al., “Face Recognition from Still Images and Videos”. University of Maryland, College Park, MD 20742. Maryland : s.n., Nov. 5, 2004. pp. 1-23, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.77.1312&rep=rep1&type=pdf. |
Quinn, G.W., et al., NIST. “Performance of Face Recognition Algorithms on Compressed Images”, NIST Inter Agency Report 7830. s.l. : NIST, Dec. 4, 2011. |
The Extended M2VTS Database. [Online] [Cited: Sep. 29, 2012.] downloaded Jan. 28, 2015, 1 page; http://www.ee.surrey.ac.uk/CVSSP/xm2vtsdb/. |
Schuckers, S., Schuckers SAC. “Spoofing and Anti-Spoofing Measures”. Information Security Technical Report. Dec. 10, 2002, vol. 7, 4., pp. 56-62. |
Schwartz, W., et al., “Face Spoofing Detection through Partial Least Squares and Low-Level Descriptors”. s.l. : Intl. Joint Conference on Biometrics, 2011. pp. 1-8. |
Edited by Kresimir Delac, Mislay Grgic and Marian Stewart Bartlett. s.l. : InTech, Jun. 1, 2008. http://cdn.intechopen.com/finals/81/InTech-Recent—advances—in—face—recognition.zip. ISBN 978-953-7619-34-3. Uploaded as Chapters 1-15. |
Pan, G., et al., “Monocular camera-based face liveness detection by combining eyeblink and scene context” pp. 215-225. s.l. : Springer Science+Business Media, LLC, Aug. 4, 2010. http://www.cs.zju.edu.cn/˜gpan/publication/2011-TeleSys-liveness.pdf. |
Tronci, R, et al., “Fusion of multiple clues for photo-attack detection in face recognition systems”. 09010 Pula (CA), Italy : s.n., 2011. pp. 1-6. http://prag.diee.unica.it/pra/system/files/Amilab—IJCB2011.pdf. |
Rocha, A., et al., “Vision of the Unseen: Current Trends and Challenges in Digital Image and Video Forensics”. s.l. : ACM Computing Surveys, 2010. http://www.wjscheirer.com/papers/wjs—csur2011—forensics.pdf. |
Brickell, E., et al., Intel Corporation; Jan Camenish, IBM Research; Liqun Chen, HP Laboratories. “Direct Anonymous Attestation”. Feb. 11, 2004, pp. 1-28. http://eprint.iacr.org/2004/205.pdf. |
Linux.com, The source for Linux information. 2012. 3 pages, downloaded Jan. 28, 2015. |
Kollreider, K., et al., “Non-instrusive liveness detection by face images”. Image Vis. Comput. (2007). doi:10.1016/j.imavis.2007.05.004, Received Feb. 18, 2006, received in revised form, Jan. 24, 2007 and accepted May 22, 2007. 12 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/042870, dated Oct. 30, 2015, 9 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/42827, dated Oct. 30, 2015, 9 pages. |
Validity, OSTP Framework, 24 pages, 2010. |
Notice of Allowance from U.S. Appl. No. 14/268,686, dated Nov. 5, 2015, 23 pages. |
Office Action from U.S. Appl. No. 14/487,992, dated Dec. 31, 2015, 12 pages. |
Final Office Action from U.S. Appl. No. 14/268,619, dated Dec. 14, 2015, 10 pages. |
Notification of Transmittal of International Search Report and Written Opinion from PCT/US2015/028927, dated Jul. 30, 2015, 12 pages. |
Transmittal of International Preliminary Report On Patentability from foreign counterpart PCT Patent Application No. PCT/US2014/039627 dated Dec. 10, 2015, 8 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,697, dated Jan. 14, 2016, 23 pages. |
Final Office Action from U.S. Appl. No. 14/268,733, dated Jan. 15, 2016, 14 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,533, dated Jan. 20, 2016, 12 pages. |
Office Action from U.S. Appl. No. 14/218,743, dated Jan. 21, 2016, 12 pages. |
Office Action from U.S. Appl. No. 14/218,551, dated Jan. 21, 2016, 11 pages. |
Office Action from U.S. Appl. No. 14/218,575, dated Jan. 29, 2016, 25 pages. |
Transmittal of International Preliminary Report On Patentability from foreign counterpart PCT Patent Application No. PCT/US2014/031344 dated Oct. 1, 2015, 9 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,607, dated Feb. 2, 2016, 28 pages. |
Final Office Action from U.S. Appl. No. 14/448,814, dated Feb. 16, 2016, 14 pages. |
Final Office Action from U.S. Appl. No. 14/066,273, dated Feb. 11, 2016, 29 pages. |
Final Office Action from U.S. Appl. No. 14/218,692, dated Mar. 2, 2016, 24 pages. |
Final Office Action from U.S. Appl. No. 14/218,646, dated Mar. 2, 2016, 23 pages. |
Notice of Allowance from U.S. Appl. No. 14/145,439, dated Mar. 14, 2016, 17 pages. |
Notice of Allowance from U.S. Appl. No. 14/066,384, dated Mar. 17, 2016, 40 pages. |
Office Action from U.S. Appl. No. 14/268,619, dated Mar. 21, 2016, 7 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,686, dated Mar. 30, 2016, 38 pages. |
Office Action from U.S. Appl. No. 14/218,551, dated May 12, 2016, 11 pages. |
Office Action from U.S. Appl. No. 14/448,814, dated Jun. 14, 2016, 17 pages. |
Office Action from U.S. Appl. No. 14/066,273, dated Jun. 16, 2016, 43 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,641, dated Jun. 7, 2016, 13 pages. |
Office Action from U.S. Appl. No. 14/218,611, dated Jun. 16, 2016, 13 pages. |
Office Action from U.S. Appl. No. 14/218,677, dated Aug. 2, 2016, 15 pages. |
Final Office Action from U.S. Appl. No. 14/218,646, dated Aug. 11, 2016, 25 pages. |
Final Office Action from U.S. Appl. No. 14/218,575, dated Jul. 7, 2016, 29 pages. |
Requirement for Restriction/Election from U.S. Appl. No. 14/218,504 dated Aug. 16, 2016, 11 pages. |
Supplementary Partial European Search Report for Application No. 13867269, dated Aug. 3, 2016, 7 pages. |
T. Weigold et al., “The Zurich Trusted Information Channel—An Efficient Defence against Man-in-the-Middle and Malicious Software Attacks,” P. Lipp, A.R. Sadeghi, and K.M. Koch, eds., Proc. Trust Conf. (Trust 2008), LNCS 4968, Springer-Verlag, 2008, pp. 75-91. |
Vassilev, A.T.; du Castel, B.; Ali, A.M., “Personal Brokerage of Web Service Access,” Security & Privacy, IEEE , vol. 5, No. 5, pp. 24-31, Sep.-Oct. 2007. |
Mang, “Security Verification of Hardware-enabled Attestation Protocols,” IEEE, 2012, pp. 47-54. |
Advisory Action from U.S. Appl. No. 13/730,791 dated Jan. 23, 2015, 4 pages. |
Dawei Zhang; Peng Hu, “Trusted e-commerce user agent based on USB Key”, Proceedings of the International MultiConference of Engineers and Computer Scientists 2008 vol. I, IMECS 2008, Mar. 19-21, 2008, Hong Kong, 7 pages. |
Delac K. et al., Eds., InTech, Jun. 1, 2008, Retrieved from the Internet:, ISBN 978-953-7619-34-3, Uploaded as Individual Chapters 1-15, 15 pages. |
Doherty, et al., Internet Engineering Task Force (IETF), “Dynamic Symmetric Key Provisioning Protocol (DSKPP)”, Dec. 2010, 105 pages. |
Extended European Search Report for Application No. 13867269, dated Nov. 4, 2016, 10 pages |
Final Office Action from U.S. Appl. No. 13/730,761 dated Jan. 15, 2015, 31 pages. |
Final Office Action from U.S. Appl. No. 13/730,761 dated Jul. 8, 2014, 36 pages. |
Final Office Action from U.S. Appl. No. 13/730,776 dated Nov. 3, 2014, 20 pages. |
Final Office Action from U.S. Appl. No. 13/730,780 dated Jan. 27, 2015, 30 pages. |
Final Office Action from U.S. Appl. No. 13/730,780 dated May 12, 2014, 34 pages. |
Final Office Action from U.S. Appl. No. 13/730,791 dated Nov. 13, 2014, 22 pages. |
Final Office Action from U.S. Appl. No. 13/730,795 dated Aug. 14, 2014, 20 pages. |
Final Office Action from U.S. Appl. No. 14/218551 dated Sep. 16, 2016, 11 pages. |
Final Office Action from U.S. Appl. No. 14/448,868 dated Aug. 19, 2016, 11 pages. |
International Preliminary Report on Patentability for Application No. PCT/US2015/028924 dated Nov. 17, 2016, 9 pages. |
International Preliminary Report on Patentability for Application No. PCT/US2015/028927 dated Nov. 17, 2016, 10 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,761 dated Feb. 27, 2014, 24 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,761 dated Sep. 39, 2014, 36 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,776 dated Jul. 15, 2014, 16 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,780 dated Aug. 4, 2014, 30 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,780 dated Mar. 12, 2014, 22 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,791 dated Jun. 27, 2014, 17 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,795 dated Jan. 5, 2015, 19 pages. |
Non-Final Office Action from U.S. Appl. No. 13/730,795 dated Jun. 11, 2014, 14 pages. |
Non-Final Office Action from U.S. Appl. No. 14/145466 dated Sep. 9, 2016, 13 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,646 dated Mar. 10, 2016, 23 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,692 dated Oct. 25, 2016, 33 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,743 dated Aug. 19, 2016, 11 pages. |
Non-Final Office Action from U.S. Appl. No. 14/448,747 dated Aug. 19, 2016, 21 pages. |
Non-Final Office Action from U.S. Appl. No. 14/448,868 dated Dec. 31, 2015, 12 pages. |
Non-Final Office Action from U.S. Appl. No. 14/859,328 dated Sep. 15, 2016, 39 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,761 dated Jun. 10, 2015, 15 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,761 dated Sep. 28, 2015, 5 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,776 dated Feb. 13, 2015, 16 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,776 dated Mar. 24, 2015, 3 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,780 dated Aug. 13, 2015, 13 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,791 dated Mar. 10, 2015, 17 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,795 dated Jan. 14, 2016, 11 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,795 dated May 15, 2015, 8 pages. |
Notice of Allowance from U.S. Appl. No. 13/730,795 dated Sep. 17, 2015, 11 pages. |
Notice of Allowance from U.S. Appl. No. 14/066,384 dated Sep. 27, 2016, 19 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,619 dated Oct. 3, 2016, 65 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,619 dated Jul. 19, 2016, 5 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,686 dated Apr. 18, 2016, 16 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,686 dated Jul. 8, 2016, 4 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,733 dated Sep. 23, 2016, 8 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,697 dated May 20, 2016, 14 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,697 dated Sep. 1, 2016, 3 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion from counterpart Patent Cooperation Treaty Application No. PCT/US2015/042786, dated Oct. 16, 2015, 3 pages. |
Ratha N.K., et al., “Enhancing Security and Privacy in Biometrics-Based Authentication Systems,” IBM Systems Journal, 2001, vol. 40 (3), pp. 614-634. |
Extended European Search Report for Application No. 14803988.6, dated Dec. 23, 2016, 10 pages. |
Extended European Search Report from European Patent Application No. 14770682.4, dated Jan. 17, 2017, 14 pages. |
Final Office Action from U.S. Appl. No. 14/066,273 dated Jan. 10, 2017, 24 pages. |
Final Office Action from U.S. Appl. No. 14/218,611, dated Jan. 27, 2017, 14 pages. |
Final Office Action from U.S. Appl. No. 14/218,692 dated Feb. 28, 2017, 27 pages. |
Final Office Action from U.S. Appl. No. 14/218,743 dated Mar. 3, 2017, 57 pages. |
Final Office Action from U.S. Appl. No. 14/448,747, dated Feb. 13, 2017, 74 pages. |
Final Office Action from U.S. Appl. No. 14/859,328 dated Mar. 6, 2017, 26 pages. |
Julian J., et al., “Biometric Enabled Portable Trusted Computing Platform,” Trust Security and Privacy in Computing and Communications (TRUSTCOM), 2011 IEEE 10th International Conference on Nov. 16, 2011, pp. 436-442, XP032086831, DOI:10.1109/TRUSTCOM.2011.56, ISBN: 978-1-4577-2135-9. |
Non-Final Office Action from U.S. Appl. No. 14/218,504, dated Feb. 27, 2017, 12 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,677, dated Feb. 10, 2017, 18 pages. |
Notice of Allowance from U.S. Appl. No. 14/218,551, dated Feb. 8, 2017, 56 pages. |
Notice of Allowance from U.S. Appl. No. 14/218,551, dated Mar. 1, 2017, 7 pages. |
Notice of Allowance from U.S. Appl. No. 14/268,733 dated Jan. 20, 2017, 62 pages. |
Office Action from foreign counterpart Taiwan Patent Application No. 102148853, dated Feb. 17, 2017, 9 pages. |
Partial Supplementary European Search Report from European Patent Application No. 14770682.4, dated Oct. 14, 2016, 8 pages. |
Communication pursuant to Rules 161(2) and 162 EPC for EP Application No. 15826364.0, dated Mar. 7, 2017, 2 pages. |
Final Office Action from U.S. Appl. No. 14/145,466, dated Apr. 13, 2017, 51 pages. |
Kim et al., “Secure User Authentication based on the Trusted Platform for Mobile Devices,” EURASIP Journal on Wireless Communications and Networking, pp. 1-15. |
Non-Final Office Action from U.S. Appl. No. 14/066,273 dated May 18, 2017, 46 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,575, dated May 4, 2017, 88 pages. |
Non-Final Office Action from U.S. Appl. No. 14/218,646, dated Mar. 27, 2017, 24 pages. |
Non-final Office Action from U.S. Appl. No. 14/268,563, dated Apr. 21, 2017, 83 pages. |
Non-Final Office Action from U.S. Appl. No. 14/448,814, dated Apr. 5, 2017, 57 pages. |
Notice of Allowance from U.S. Appl. No. 14/066,384, dated May 23, 2017, 50 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,868, dated Apr. 27, 2017, 52 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,868, dated Mar. 23, 2017, 57 pages. |
TechTarget, What is network perimeter? Definition from Whatls.com downloaded from http://searchnetworking.techtarget.com/definition/network-perimeter on Apr. 14, 2017, 5 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,747, dated Jun. 20, 2017, 14 pages. |
Notice of Allowance from U.S. Appl. No. 14/448,868, dated Jun. 26, 2017, 14 pages. |
Number | Date | Country | |
---|---|---|---|
20170034168 A1 | Feb 2017 | US |