The invention pertains security and particularly to controlled access or presence of individuals relative to an area or facility. More particularly, the invention pertains to use of biometrics to deny access or presence.
The invention is a biometric exclusion and/or enrollment system. The biometric exclusion system uses biometric acquisition and matching and a database to screen a large population of subjects looking for members enrolled in a database. There may be two systems. An enrollment system may be used to enroll subjects into a database and a screening system may be used to match subjects against the database.
There are many applications where a large population needs to be screened to keep out a small subset of individuals. In general, the objective is to prevent certain individuals from entering a facility but do it in a way that does not cause undo delay or hardship for the majority of the population that is permitted to enter. An example of this may be at a casino where a small list of individuals has been registered to be excluded from the facility. A system is needed to monitor all people coming into the facility to make sure that excluded individuals do not successfully enter.
The biometric exclusion system may use biometric feature (biometric) acquisition and matching, and a database to screen a large population of subjects by looking for members enrolled in a database. There may be two systems. An enrollment system may be used to enroll subjects into a database and a screening system may be used to match all subjects against the database.
If there is a database match on the biometric of the subject, then the subject may be denied access to the facility if the database match indicates that the subject is to be excluded, such as being on a list of individuals to be denied entry to a facility. This list may include volunteers requesting to be excluded because of perhaps wishing to break an addition of spending money at a casino. Exclusion of the subject would depend on whether the biographical information stored and associated with the subject's biometric features in the database indicate the subject to be undesirable for reasons of being, for example, one of those on the list to be excluded. If there are no compelling reasons for exclusion, the subject could still be admitted despite being listed in the database. Denying access may be done by activating a physical barrier such as a gate arm, or by alerting an operator at the facility. The system may alert an operator to the match, display the biographical information to the operator, and let the operator evaluate the biographical information in order to make a decision whether to admit the subject. When the system is reset by the operator, the system may loop back to detection and acquisition to check out a new subject.
The flow diagram of system 11 in
If the answer is yes to the question at symbol 16, then the biometric may be looked up at symbol 17 in a biometric database 18. At symbol 19, after a search of database 18, a question as to whether there is a match or not is asked. If the answer is no, then the biometric may be enrolled at symbol 20 in the biometric database 18. If the answer is yes to the question at symbol 19, then a question as to whether to allow duplicate biometric entries may be asked at symbol 21. If the answer is yes to the question, then the biometric may be enrolled symbol 20 as another one in biometric database 18. Some systems may allow duplicate entries to improve performance. If the answer is no at symbol 21, then symbol 22 may indicate that there is no need to enroll in the database 18. Items 17, 18 and 19 may constitute a database check module 27. An enrollment module 28 of system 11 may have items 20, 21 and 22.
The flow diagram of system 12 in
To recap, an approach for checking visitors may incorporate detecting a subject attempting to enter a facility, acquiring a biometric signal from the subject, extracting a biometric of the subject from the biometric signal, and performing a quality measure on the biometric to determine whether the quality of the biometric is sufficient for matching to another like biometric. If the quality measure of the biometric is acceptable, then a biometric, which matches the biometric of the subject, may be looked for in a biometric database to determine whether the subject can be admitted to the facility. Acquisition of a biometric from a subject and matching or comparing it with other biometrics may be performed in various ways. Some ways may be more direct than others.
If a biometric is found in the database, which matches the biometric of the subject, then the subject may be denied entry to the facility. Such facility may be a casino, a secured or restricted access compound, or the like. Access to the facility may be physically controlled by gates, guards, or other ways.
If a biometric, which matches the biometric of the subject, is not found in the database, then the subject may be admitted into the facility. Further, if the biometric, which matches the biometric of the subject, is not found in the database, the biometric of the subject may be enrolled in the database for one or more various purposes.
Since there may be an accommodation for storing in the database information pertinent to a person having a biometric listed in the database, the approach might further incorporate reviewing whether there is biographical information or other information associated with the biometric listed which matches the biometric of the subject, sufficient to support permitting entry by the subject into the facility despite having a biometric matching one listed in the database. The information could support or confirm a denial of entry.
The biometric of the subject may be enrolled in the database if there is a biometric in the database that matches the biometric of the subject and enrolling duplicate biometrics in the database is allowed. A decision whether to enroll the biometric of the subject in the database may be based on biographical information or other information associated with a biometric in the database that matches the biometric of the subject, or by an authorized decision or direction. An authority may be alerted if there is unusual or new information, or if additional action should be taken relative to the subject based on the biographical or other information.
The approach may incorporate detecting a subject attempting to enter a facility and acquiring a biometric from the subject without knowledge of the subject. The approach may instead or also incorporate detecting a subject attempting to enter a facility and acquiring a biometric from the subject without cooperation of the subject. The acquired biometric may be a face or an iris, or a combination of the face and the iris. It could be another kind of biometric. Various aspects of the present approach or system may occur without knowledge or cooperation of the subject.
In the present specification, some of the matter may be of a hypothetical or prophetic nature although stated in another manner or tense.
Although the present system has been described with respect to at least one illustrative example, many variations and modifications will become apparent to those skilled in the art upon reading the specification. It is therefore the intention that the appended claims be interpreted as broadly as possible in view of the prior art to include all such variations and modifications.
| Number | Name | Date | Kind |
|---|---|---|---|
| 4641349 | Flom et al. | Feb 1987 | A |
| 4836670 | Hutchinson | Jun 1989 | A |
| 5231674 | Cleveland et al. | Jul 1993 | A |
| 5291560 | Daugman | Mar 1994 | A |
| 5293427 | Ueno et al. | Mar 1994 | A |
| 5359382 | Uenaka | Oct 1994 | A |
| 5404013 | Tajima | Apr 1995 | A |
| 5543887 | Akashi | Aug 1996 | A |
| 5551027 | Choy et al. | Aug 1996 | A |
| 5572596 | Wildes et al. | Nov 1996 | A |
| 5608472 | Szirth et al. | Mar 1997 | A |
| 5664239 | Nakata | Sep 1997 | A |
| 5671447 | Tokunaga | Sep 1997 | A |
| 5687031 | Ishihara | Nov 1997 | A |
| 5717512 | Chmielewski, Jr. et al. | Feb 1998 | A |
| 5751836 | Wildes et al. | May 1998 | A |
| 5859686 | Aboutalib et al. | Jan 1999 | A |
| 5860032 | Iwane | Jan 1999 | A |
| 5896174 | Nakata | Apr 1999 | A |
| 5901238 | Matsuhita | May 1999 | A |
| 5909269 | Isogai et al. | Jun 1999 | A |
| 5953440 | Zhang et al. | Sep 1999 | A |
| 5956122 | Doster | Sep 1999 | A |
| 5978494 | Zhang | Nov 1999 | A |
| 5991429 | Coffin et al. | Nov 1999 | A |
| 6005704 | Chmielewski, Jr. et al. | Dec 1999 | A |
| 6007202 | Apple et al. | Dec 1999 | A |
| 6012376 | Hanke et al. | Jan 2000 | A |
| 6021210 | Camus et al. | Feb 2000 | A |
| 6028949 | McKendall | Feb 2000 | A |
| 6055322 | Salganicoff et al. | Apr 2000 | A |
| 6064752 | Rozmus et al. | May 2000 | A |
| 6069967 | Rozmus et al. | May 2000 | A |
| 6081607 | Mori et al. | Jun 2000 | A |
| 6088470 | Camus et al. | Jul 2000 | A |
| 6091899 | Konishi et al. | Jul 2000 | A |
| 6101477 | Hohle et al. | Aug 2000 | A |
| 6104431 | Inoue et al. | Aug 2000 | A |
| 6108636 | Yap et al. | Aug 2000 | A |
| 6119096 | Mann et al. | Sep 2000 | A |
| 6120461 | Smyth | Sep 2000 | A |
| 6134339 | Luo | Oct 2000 | A |
| 6144754 | Okano et al. | Nov 2000 | A |
| 6246751 | Bergl et al. | Jun 2001 | B1 |
| 6247813 | Kim et al. | Jun 2001 | B1 |
| 6252977 | Salganicoff et al. | Jun 2001 | B1 |
| 6259478 | Hori | Jul 2001 | B1 |
| 6282475 | Washington | Aug 2001 | B1 |
| 6285505 | Melville et al. | Sep 2001 | B1 |
| 6285780 | Yamakita et al. | Sep 2001 | B1 |
| 6289113 | McHugh et al. | Sep 2001 | B1 |
| 6299306 | Braithwaite et al. | Oct 2001 | B1 |
| 6308015 | Matsumoto | Oct 2001 | B1 |
| 6309069 | Seal et al. | Oct 2001 | B1 |
| 6320610 | Van Sant et al. | Nov 2001 | B1 |
| 6320612 | Young | Nov 2001 | B1 |
| 6320973 | Suzaki et al. | Nov 2001 | B2 |
| 6323761 | Son | Nov 2001 | B1 |
| 6325765 | Hay et al. | Dec 2001 | B1 |
| 6330674 | Angelo et al. | Dec 2001 | B1 |
| 6332193 | Glass et al. | Dec 2001 | B1 |
| 6344683 | Kim | Feb 2002 | B1 |
| 6370260 | Pavlidis et al. | Apr 2002 | B1 |
| 6377699 | Musgrave et al. | Apr 2002 | B1 |
| 6393136 | Amir et al. | May 2002 | B1 |
| 6400835 | Lemelson et al. | Jun 2002 | B1 |
| 6421943 | Caulfield et al. | Jul 2002 | B1 |
| 6424727 | Musgrave et al. | Jul 2002 | B1 |
| 6424845 | Emmoft et al. | Jul 2002 | B1 |
| 6433818 | Steinberg et al. | Aug 2002 | B1 |
| 6438752 | McClard | Aug 2002 | B1 |
| 6441482 | Foster | Aug 2002 | B1 |
| 6446045 | Stone et al. | Sep 2002 | B1 |
| 6483930 | Musgrave et al. | Nov 2002 | B1 |
| 6484936 | Nicoll et al. | Nov 2002 | B1 |
| 6490443 | Freeny, Jr. | Dec 2002 | B1 |
| 6493669 | Curry et al. | Dec 2002 | B1 |
| 6494363 | Roger et al. | Dec 2002 | B1 |
| 6503163 | Van Sant et al. | Jan 2003 | B1 |
| 6505193 | Musgrave et al. | Jan 2003 | B1 |
| 6506078 | Mori et al. | Jan 2003 | B1 |
| 6508397 | Do | Jan 2003 | B1 |
| 6516078 | Yang et al. | Feb 2003 | B1 |
| 6516087 | Camus | Feb 2003 | B1 |
| 6516416 | Gregg et al. | Feb 2003 | B2 |
| 6522772 | Morrison et al. | Feb 2003 | B1 |
| 6523165 | Liu et al. | Feb 2003 | B2 |
| 6526160 | Ito | Feb 2003 | B1 |
| 6532298 | Cambier et al. | Mar 2003 | B1 |
| 6540392 | Braithwaite | Apr 2003 | B1 |
| 6542624 | Oda | Apr 2003 | B1 |
| 6546121 | Oda | Apr 2003 | B1 |
| 6553494 | Glass | Apr 2003 | B1 |
| 6580356 | Alt et al. | Jun 2003 | B1 |
| 6591001 | Oda et al. | Jul 2003 | B1 |
| 6591064 | Higashiyama et al. | Jul 2003 | B2 |
| 6594377 | Kim et al. | Jul 2003 | B1 |
| 6594399 | Camus et al. | Jul 2003 | B1 |
| 6598971 | Cleveland | Jul 2003 | B2 |
| 6600878 | Pregara | Jul 2003 | B2 |
| 6614919 | Suzaki et al. | Sep 2003 | B1 |
| 6652099 | Chae et al. | Nov 2003 | B2 |
| 6674367 | Sweatte | Jan 2004 | B2 |
| 6687389 | McCartney et al. | Feb 2004 | B2 |
| 6690997 | Rivalto | Feb 2004 | B2 |
| 6708176 | Strunk et al. | Mar 2004 | B2 |
| 6709734 | Higashi et al. | Mar 2004 | B2 |
| 6711562 | Ross et al. | Mar 2004 | B1 |
| 6714665 | Hanna et al. | Mar 2004 | B1 |
| 6718049 | Pavlidis et al. | Apr 2004 | B2 |
| 6718050 | Yamamoto | Apr 2004 | B1 |
| 6718665 | Hess et al. | Apr 2004 | B2 |
| 6732278 | Baird, III et al. | May 2004 | B2 |
| 6734783 | Anbai | May 2004 | B1 |
| 6745520 | Puskaric et al. | Jun 2004 | B2 |
| 6750435 | Ford | Jun 2004 | B2 |
| 6751733 | Nakamura et al. | Jun 2004 | B1 |
| 6753919 | Daugman | Jun 2004 | B1 |
| 6754640 | Bozeman | Jun 2004 | B2 |
| 6760467 | Min et al. | Jul 2004 | B1 |
| 6765470 | Shinzaki | Jul 2004 | B2 |
| 6766041 | Golden et al. | Jul 2004 | B2 |
| 6775774 | Harper | Aug 2004 | B1 |
| 6785406 | Kamada | Aug 2004 | B1 |
| 6792134 | Chen et al. | Sep 2004 | B2 |
| 6793134 | Clark | Sep 2004 | B2 |
| 6819219 | Bolle et al. | Nov 2004 | B1 |
| 6829370 | Pavlidis et al. | Dec 2004 | B1 |
| 6832044 | Doi et al. | Dec 2004 | B2 |
| 6836554 | Bolle et al. | Dec 2004 | B1 |
| 6837436 | Swartz et al. | Jan 2005 | B2 |
| 6845879 | Park | Jan 2005 | B2 |
| 6853444 | Haddad | Feb 2005 | B2 |
| 6867683 | Calvesio et al. | Mar 2005 | B2 |
| 6873960 | Wood et al. | Mar 2005 | B1 |
| 6896187 | Stockhammer | May 2005 | B2 |
| 6905411 | Nguyen et al. | Jun 2005 | B2 |
| 6920237 | Chen et al. | Jul 2005 | B2 |
| 6930707 | Bates et al. | Aug 2005 | B2 |
| 6934849 | Kramer et al. | Aug 2005 | B2 |
| 6950139 | Fujinawa | Sep 2005 | B2 |
| 6954738 | Wang et al. | Oct 2005 | B2 |
| 6957341 | Rice et al. | Oct 2005 | B2 |
| 6964666 | Jackson | Nov 2005 | B2 |
| 6968457 | Tam | Nov 2005 | B2 |
| 6972797 | Izumi | Dec 2005 | B2 |
| 6992562 | Fuks et al. | Jan 2006 | B2 |
| 6992717 | Hatano | Jan 2006 | B2 |
| 7003669 | Monk | Feb 2006 | B2 |
| 7017359 | Kim et al. | Mar 2006 | B2 |
| 7030351 | Wasserman et al. | Apr 2006 | B2 |
| 7031539 | Tisse et al. | Apr 2006 | B2 |
| 7043056 | Edwards et al. | May 2006 | B2 |
| 7053948 | Konishi | May 2006 | B2 |
| 7058209 | Chen et al. | Jun 2006 | B2 |
| 7071971 | Elberbaum | Jul 2006 | B2 |
| 7076087 | Wakiyama | Jul 2006 | B2 |
| 7084904 | Liu et al. | Aug 2006 | B2 |
| 7092555 | Lee et al. | Aug 2006 | B2 |
| 7095901 | Lee et al. | Aug 2006 | B2 |
| 7100818 | Swaine | Sep 2006 | B2 |
| 7113170 | Lauper et al. | Sep 2006 | B2 |
| 7114080 | Rahman et al. | Sep 2006 | B2 |
| 7120607 | Bolle et al. | Oct 2006 | B2 |
| 7125335 | Rowe | Oct 2006 | B2 |
| 7130452 | Bolle et al. | Oct 2006 | B2 |
| 7130453 | Kondo et al. | Oct 2006 | B2 |
| 7135980 | Moore et al. | Nov 2006 | B2 |
| 7136581 | Fujii | Nov 2006 | B2 |
| 7145457 | Spitz et al. | Dec 2006 | B2 |
| 7146027 | Kim et al. | Dec 2006 | B2 |
| 7152085 | Tisse | Dec 2006 | B2 |
| 7155035 | Kondo et al. | Dec 2006 | B2 |
| 7169052 | Beaulieu | Jan 2007 | B2 |
| 7173348 | Voda et al. | Feb 2007 | B2 |
| 7174036 | Ohba | Feb 2007 | B2 |
| 7177449 | Russon et al. | Feb 2007 | B2 |
| 7181049 | Ike | Feb 2007 | B2 |
| 7183895 | Bazakos et al. | Feb 2007 | B2 |
| 7184577 | Chen et al. | Feb 2007 | B2 |
| 7187786 | Kee | Mar 2007 | B2 |
| 7191936 | Smith et al. | Mar 2007 | B2 |
| 7197166 | Jeng | Mar 2007 | B2 |
| 7197173 | Jones et al. | Mar 2007 | B2 |
| 7203343 | Manasse et al. | Apr 2007 | B2 |
| 7204425 | Mosher, Jr. et al. | Apr 2007 | B2 |
| 7206431 | Schuessler | Apr 2007 | B2 |
| 7215797 | Park | May 2007 | B2 |
| 7226164 | Abourizk et al. | Jun 2007 | B2 |
| 7239726 | Li | Jul 2007 | B2 |
| 7269737 | Robinson | Sep 2007 | B2 |
| 7271839 | Lee et al. | Sep 2007 | B2 |
| 7272380 | Lee et al. | Sep 2007 | B2 |
| 7272385 | Mirouze et al. | Sep 2007 | B2 |
| 7277561 | Shin | Oct 2007 | B2 |
| 7277891 | Howard et al. | Oct 2007 | B2 |
| 7280984 | Phelan, III et al. | Oct 2007 | B2 |
| 7287021 | De Smet | Oct 2007 | B2 |
| 7298873 | Miller, Jr. et al. | Nov 2007 | B2 |
| 7298874 | Cho | Nov 2007 | B2 |
| 7305089 | Morikawa et al. | Dec 2007 | B2 |
| 7309126 | Mihashi et al. | Dec 2007 | B2 |
| 7312818 | Ooi et al. | Dec 2007 | B2 |
| 7313529 | Thompson | Dec 2007 | B2 |
| 7315233 | Yuhara | Jan 2008 | B2 |
| 7331667 | Grotehusmann et al. | Feb 2008 | B2 |
| 7333637 | Walfridsson | Feb 2008 | B2 |
| 7333798 | Hodge | Feb 2008 | B2 |
| 7336806 | Schonberg et al. | Feb 2008 | B2 |
| 7338167 | Zelvin et al. | Mar 2008 | B2 |
| 7346195 | Lauper et al. | Mar 2008 | B2 |
| 7346779 | Leeper | Mar 2008 | B2 |
| 7353399 | Ooi et al. | Apr 2008 | B2 |
| 7362210 | Bazakos et al. | Apr 2008 | B2 |
| 7362370 | Sakamoto et al. | Apr 2008 | B2 |
| 7362884 | Willis et al. | Apr 2008 | B2 |
| 7365771 | Kahn et al. | Apr 2008 | B2 |
| 7380938 | Chmielewski, Jr. et al. | Jun 2008 | B2 |
| 7391865 | Orsini et al. | Jun 2008 | B2 |
| 7404086 | Sands et al. | Jul 2008 | B2 |
| 7406184 | Wolff et al. | Jul 2008 | B2 |
| 7414648 | Imada | Aug 2008 | B2 |
| 7417682 | Kuwakino et al. | Aug 2008 | B2 |
| 7418115 | Northcott et al. | Aug 2008 | B2 |
| 7421097 | Hamza et al. | Sep 2008 | B2 |
| 7436986 | Caldwell | Oct 2008 | B2 |
| 7443441 | Hiraoka | Oct 2008 | B2 |
| 7447911 | Chou et al. | Nov 2008 | B2 |
| 7460693 | Loy et al. | Dec 2008 | B2 |
| 7466348 | Morikawa et al. | Dec 2008 | B2 |
| 7467809 | Breed et al. | Dec 2008 | B2 |
| 7471451 | Dent et al. | Dec 2008 | B2 |
| 7472283 | Angelo et al. | Dec 2008 | B2 |
| 7486806 | Azuma et al. | Feb 2009 | B2 |
| 7506172 | Bhakta | Mar 2009 | B2 |
| 7512254 | Volkommer et al. | Mar 2009 | B2 |
| 7518651 | Butterworth | Apr 2009 | B2 |
| 7537568 | Moehring | May 2009 | B2 |
| 7538326 | Johnson et al. | May 2009 | B2 |
| 7542945 | Thompson et al. | Jun 2009 | B2 |
| 7552333 | Wheeler et al. | Jun 2009 | B2 |
| 7580620 | Raskar et al. | Aug 2009 | B2 |
| 7593550 | Hamza | Sep 2009 | B2 |
| 7639846 | Yoda | Dec 2009 | B2 |
| 7722461 | Gatto et al. | May 2010 | B2 |
| 7751598 | Matey et al. | Jul 2010 | B2 |
| 7756301 | Hamza | Jul 2010 | B2 |
| 7756407 | Raskar | Jul 2010 | B2 |
| 7761453 | Hamza | Jul 2010 | B2 |
| 7777802 | Shinohara et al. | Aug 2010 | B2 |
| 7804982 | Howard et al. | Sep 2010 | B2 |
| 20010026632 | Tamai | Oct 2001 | A1 |
| 20010027116 | Baird | Oct 2001 | A1 |
| 20010047479 | Bromba et al. | Nov 2001 | A1 |
| 20010051924 | Uberti | Dec 2001 | A1 |
| 20020010857 | Karthik | Jan 2002 | A1 |
| 20020039433 | Shin | Apr 2002 | A1 |
| 20020040434 | Elliston et al. | Apr 2002 | A1 |
| 20020062280 | Zachariassen et al. | May 2002 | A1 |
| 20020067259 | Fufidio et al. | Jun 2002 | A1 |
| 20020112177 | Voltmer et al. | Aug 2002 | A1 |
| 20020142844 | Kerr | Oct 2002 | A1 |
| 20020150281 | Cho | Oct 2002 | A1 |
| 20020154794 | Cho | Oct 2002 | A1 |
| 20020158750 | Almalik | Oct 2002 | A1 |
| 20020175182 | Matthews | Nov 2002 | A1 |
| 20020186131 | Fettis | Dec 2002 | A1 |
| 20020191075 | Doi et al. | Dec 2002 | A1 |
| 20020191076 | Wada et al. | Dec 2002 | A1 |
| 20020194128 | Maritzen et al. | Dec 2002 | A1 |
| 20020194131 | Dick | Dec 2002 | A1 |
| 20020198731 | Barnes et al. | Dec 2002 | A1 |
| 20030002714 | Wakiyama | Jan 2003 | A1 |
| 20030012413 | Kusakari et al. | Jan 2003 | A1 |
| 20030038173 | Blackson et al. | Feb 2003 | A1 |
| 20030046228 | Berney | Mar 2003 | A1 |
| 20030055689 | Block et al. | Mar 2003 | A1 |
| 20030055787 | Fujii | Mar 2003 | A1 |
| 20030065626 | Allen | Apr 2003 | A1 |
| 20030071743 | Seah et al. | Apr 2003 | A1 |
| 20030072475 | Tamori | Apr 2003 | A1 |
| 20030073499 | Reece | Apr 2003 | A1 |
| 20030074317 | Hofi | Apr 2003 | A1 |
| 20030074326 | Byers | Apr 2003 | A1 |
| 20030080194 | O'Hara et al. | May 2003 | A1 |
| 20030092489 | Veradej | May 2003 | A1 |
| 20030098776 | Friedli | May 2003 | A1 |
| 20030099379 | Monk et al. | May 2003 | A1 |
| 20030107097 | McArthur et al. | Jun 2003 | A1 |
| 20030107645 | Yoon | Jun 2003 | A1 |
| 20030115148 | Takhar | Jun 2003 | A1 |
| 20030116630 | Carey et al. | Jun 2003 | A1 |
| 20030118212 | Min et al. | Jun 2003 | A1 |
| 20030125054 | Garcia | Jul 2003 | A1 |
| 20030125057 | Pesola | Jul 2003 | A1 |
| 20030126560 | Kurapati et al. | Jul 2003 | A1 |
| 20030131245 | Linderman | Jul 2003 | A1 |
| 20030133597 | Moore et al. | Jul 2003 | A1 |
| 20030140235 | Immega et al. | Jul 2003 | A1 |
| 20030140928 | Bui et al. | Jul 2003 | A1 |
| 20030141411 | Pandya et al. | Jul 2003 | A1 |
| 20030149881 | Patel et al. | Aug 2003 | A1 |
| 20030152251 | Ike | Aug 2003 | A1 |
| 20030156741 | Lee et al. | Aug 2003 | A1 |
| 20030158762 | Wu | Aug 2003 | A1 |
| 20030158821 | Maia | Aug 2003 | A1 |
| 20030159051 | Hollnagel | Aug 2003 | A1 |
| 20030163739 | Armington et al. | Aug 2003 | A1 |
| 20030169334 | Braithwaite et al. | Sep 2003 | A1 |
| 20030174049 | Beigel et al. | Sep 2003 | A1 |
| 20030177051 | Driscoll et al. | Sep 2003 | A1 |
| 20030182151 | Taslitz | Sep 2003 | A1 |
| 20030182182 | Kocher | Sep 2003 | A1 |
| 20030189480 | Hamid | Oct 2003 | A1 |
| 20030189481 | Hamid | Oct 2003 | A1 |
| 20030191949 | Odagawa | Oct 2003 | A1 |
| 20030194112 | Lee | Oct 2003 | A1 |
| 20030210139 | Brooks et al. | Nov 2003 | A1 |
| 20030225711 | Paping | Dec 2003 | A1 |
| 20030236120 | Reece et al. | Dec 2003 | A1 |
| 20040002894 | Kocher | Jan 2004 | A1 |
| 20040005078 | Tillotson | Jan 2004 | A1 |
| 20040006553 | de Vries et al. | Jan 2004 | A1 |
| 20040010462 | Moon et al. | Jan 2004 | A1 |
| 20040025030 | Corbett-Clark et al. | Feb 2004 | A1 |
| 20040025053 | Hayward | Feb 2004 | A1 |
| 20040030930 | Nomura | Feb 2004 | A1 |
| 20040037450 | Bradski | Feb 2004 | A1 |
| 20040039914 | Barr et al. | Feb 2004 | A1 |
| 20040042641 | Jakubowski | Mar 2004 | A1 |
| 20040044627 | Russell et al. | Mar 2004 | A1 |
| 20040046640 | Jourdain et al. | Mar 2004 | A1 |
| 20040050924 | Mletzko et al. | Mar 2004 | A1 |
| 20040050930 | Rowe | Mar 2004 | A1 |
| 20040052405 | Walfridsson | Mar 2004 | A1 |
| 20040052418 | DeLean | Mar 2004 | A1 |
| 20040059590 | Mercredi et al. | Mar 2004 | A1 |
| 20040059953 | Purnell | Mar 2004 | A1 |
| 20040117636 | Cheng | Jun 2004 | A1 |
| 20040133804 | Smith et al. | Jul 2004 | A1 |
| 20040160518 | Park | Aug 2004 | A1 |
| 20040162870 | Matsuzaki et al. | Aug 2004 | A1 |
| 20040162984 | Freeman et al. | Aug 2004 | A1 |
| 20040172541 | Ando et al. | Sep 2004 | A1 |
| 20040193893 | Braithwaite et al. | Sep 2004 | A1 |
| 20040233038 | Beenau et al. | Nov 2004 | A1 |
| 20040252866 | Tisse et al. | Dec 2004 | A1 |
| 20040255168 | Murashita et al. | Dec 2004 | A1 |
| 20050008201 | Lee et al. | Jan 2005 | A1 |
| 20050012817 | Hampapur et al. | Jan 2005 | A1 |
| 20050029353 | Isemura et al. | Feb 2005 | A1 |
| 20050052566 | Kato | Mar 2005 | A1 |
| 20050055582 | Bazakos et al. | Mar 2005 | A1 |
| 20050063567 | Saitoh et al. | Mar 2005 | A1 |
| 20050084137 | Kim et al. | Apr 2005 | A1 |
| 20050084179 | Hanna et al. | Apr 2005 | A1 |
| 20050102502 | Sagen | May 2005 | A1 |
| 20050125258 | Yellin et al. | Jun 2005 | A1 |
| 20050129286 | Hekimian | Jun 2005 | A1 |
| 20050138385 | Friedli et al. | Jun 2005 | A1 |
| 20050138387 | Lam et al. | Jun 2005 | A1 |
| 20050146640 | Shibata | Jul 2005 | A1 |
| 20050151620 | Neumann | Jul 2005 | A1 |
| 20050152583 | Kondo et al. | Jul 2005 | A1 |
| 20050193212 | Yuhara | Sep 2005 | A1 |
| 20050199708 | Friedman | Sep 2005 | A1 |
| 20050206501 | Farhat | Sep 2005 | A1 |
| 20050206502 | Bernitz | Sep 2005 | A1 |
| 20050210267 | Sugano et al. | Sep 2005 | A1 |
| 20050210270 | Rohatgi et al. | Sep 2005 | A1 |
| 20050238214 | Matsuda et al. | Oct 2005 | A1 |
| 20050240778 | Saito | Oct 2005 | A1 |
| 20050248725 | Ikoma et al. | Nov 2005 | A1 |
| 20050249385 | Kondo et al. | Nov 2005 | A1 |
| 20050255840 | Markham | Nov 2005 | A1 |
| 20060093190 | Cheng et al. | May 2006 | A1 |
| 20060147094 | Yoo | Jul 2006 | A1 |
| 20060165266 | Hamza | Jul 2006 | A1 |
| 20060274919 | LoIacono et al. | Dec 2006 | A1 |
| 20070036397 | Hamza | Feb 2007 | A1 |
| 20070140531 | Hamza | Jun 2007 | A1 |
| 20070160266 | Jones et al. | Jul 2007 | A1 |
| 20070189582 | Hamza et al. | Aug 2007 | A1 |
| 20070206840 | Jacobson | Sep 2007 | A1 |
| 20070211924 | Hamza | Sep 2007 | A1 |
| 20070243935 | Huizinga | Oct 2007 | A1 |
| 20070274570 | Hamza | Nov 2007 | A1 |
| 20070274571 | Hamza | Nov 2007 | A1 |
| 20070286590 | Terashima | Dec 2007 | A1 |
| 20080005578 | Shafir | Jan 2008 | A1 |
| 20080075334 | Determan et al. | Mar 2008 | A1 |
| 20080075441 | Jelinek et al. | Mar 2008 | A1 |
| 20080075445 | Whillock et al. | Mar 2008 | A1 |
| 20080104415 | Palti-Wasserman et al. | May 2008 | A1 |
| 20080148030 | Goffin | Jun 2008 | A1 |
| 20080211347 | Wright et al. | Sep 2008 | A1 |
| 20080252412 | Larsson et al. | Oct 2008 | A1 |
| 20080267456 | Anderson | Oct 2008 | A1 |
| 20090046899 | Northcott et al. | Feb 2009 | A1 |
| 20090092283 | Whillock et al. | Apr 2009 | A1 |
| 20090316993 | Brasnett et al. | Dec 2009 | A1 |
| 20100002913 | Hamza | Jan 2010 | A1 |
| 20100033677 | Jelinek | Feb 2010 | A1 |
| 20100034529 | Jelinek | Feb 2010 | A1 |
| 20100142765 | Hamza | Jun 2010 | A1 |
| 20100182440 | McCloskey | Jul 2010 | A1 |
| 20100239119 | Bazakos et al. | Sep 2010 | A1 |
| 20110320353 | Mehew et al. | Dec 2011 | A1 |
| Number | Date | Country |
|---|---|---|
| 0484076 | May 1992 | EP |
| 0593386 | Apr 1994 | EP |
| 0878780 | Nov 1998 | EP |
| 0899680 | Mar 1999 | EP |
| 0910986 | Apr 1999 | EP |
| 0962894 | Dec 1999 | EP |
| 1018297 | Jul 2000 | EP |
| 1024463 | Aug 2000 | EP |
| 1028398 | Aug 2000 | EP |
| 1041506 | Oct 2000 | EP |
| 1041523 | Oct 2000 | EP |
| 1126403 | Aug 2001 | EP |
| 1139270 | Oct 2001 | EP |
| 1237117 | Sep 2002 | EP |
| 1477925 | Nov 2004 | EP |
| 1635307 | Mar 2006 | EP |
| 2369205 | May 2002 | GB |
| 2371396 | Jul 2002 | GB |
| 2375913 | Nov 2002 | GB |
| 2402840 | Dec 2004 | GB |
| 2411980 | Sep 2005 | GB |
| 9161135 | Jun 1997 | JP |
| 9198545 | Jul 1997 | JP |
| 9201348 | Aug 1997 | JP |
| 9147233 | Sep 1997 | JP |
| 9234264 | Sep 1997 | JP |
| 9305765 | Nov 1997 | JP |
| 9319927 | Dec 1997 | JP |
| 10021392 | Jan 1998 | JP |
| 10040386 | Feb 1998 | JP |
| 10049728 | Feb 1998 | JP |
| 10137219 | May 1998 | JP |
| 10137221 | May 1998 | JP |
| 10137222 | May 1998 | JP |
| 10137223 | May 1998 | JP |
| 10248827 | Sep 1998 | JP |
| 10269183 | Oct 1998 | JP |
| 11047117 | Feb 1999 | JP |
| 11089820 | Apr 1999 | JP |
| 11200684 | Jul 1999 | JP |
| 11203478 | Jul 1999 | JP |
| 11213047 | Aug 1999 | JP |
| 11339037 | Dec 1999 | JP |
| 2000005149 | Jan 2000 | JP |
| 2000005150 | Jan 2000 | JP |
| 2000011163 | Jan 2000 | JP |
| 2000023946 | Jan 2000 | JP |
| 2000083930 | Mar 2000 | JP |
| 2000102510 | Apr 2000 | JP |
| 2000102524 | Apr 2000 | JP |
| 2000105830 | Apr 2000 | JP |
| 2000107156 | Apr 2000 | JP |
| 2000139878 | May 2000 | JP |
| 2000155863 | Jun 2000 | JP |
| 2000182050 | Jun 2000 | JP |
| 2000185031 | Jul 2000 | JP |
| 2000194972 | Jul 2000 | JP |
| 2000237167 | Sep 2000 | JP |
| 2000242788 | Sep 2000 | JP |
| 2000259817 | Sep 2000 | JP |
| 2000356059 | Dec 2000 | JP |
| 2000357232 | Dec 2000 | JP |
| 2001005948 | Jan 2001 | JP |
| 2001067399 | Mar 2001 | JP |
| 2001101429 | Apr 2001 | JP |
| 2001167275 | Jun 2001 | JP |
| 2001222661 | Aug 2001 | JP |
| 2001292981 | Oct 2001 | JP |
| 2001297177 | Oct 2001 | JP |
| 2001358987 | Dec 2001 | JP |
| 2002119477 | Apr 2002 | JP |
| 2002133415 | May 2002 | JP |
| 2002153444 | May 2002 | JP |
| 2002153445 | May 2002 | JP |
| 2002260071 | Sep 2002 | JP |
| 2002271689 | Sep 2002 | JP |
| 2002286650 | Oct 2002 | JP |
| 2002312772 | Oct 2002 | JP |
| 2002329204 | Nov 2002 | JP |
| 2003006628 | Jan 2003 | JP |
| 2003036434 | Feb 2003 | JP |
| 2003108720 | Apr 2003 | JP |
| 2003108983 | Apr 2003 | JP |
| 2003132355 | May 2003 | JP |
| 2003150942 | May 2003 | JP |
| 2003153880 | May 2003 | JP |
| 2003242125 | Aug 2003 | JP |
| 2003271565 | Sep 2003 | JP |
| 2003271940 | Sep 2003 | JP |
| 2003308522 | Oct 2003 | JP |
| 2003308523 | Oct 2003 | JP |
| 2003317102 | Nov 2003 | JP |
| 2003331265 | Nov 2003 | JP |
| 2004005167 | Jan 2004 | JP |
| 2004021406 | Jan 2004 | JP |
| 2004030334 | Jan 2004 | JP |
| 2004038305 | Feb 2004 | JP |
| 2004094575 | Mar 2004 | JP |
| 2004152046 | May 2004 | JP |
| 2004163356 | Jun 2004 | JP |
| 2004164483 | Jun 2004 | JP |
| 2004171350 | Jun 2004 | JP |
| 2004171602 | Jun 2004 | JP |
| 2004206444 | Jul 2004 | JP |
| 2004220376 | Aug 2004 | JP |
| 2004261515 | Sep 2004 | JP |
| 2004280221 | Oct 2004 | JP |
| 2004280547 | Oct 2004 | JP |
| 2004287621 | Oct 2004 | JP |
| 2004315127 | Nov 2004 | JP |
| 2004318248 | Nov 2004 | JP |
| 2005004524 | Jan 2005 | JP |
| 2005011207 | Jan 2005 | JP |
| 2005025577 | Jan 2005 | JP |
| 2005038257 | Feb 2005 | JP |
| 2005062990 | Mar 2005 | JP |
| 2005115961 | Apr 2005 | JP |
| 2005148883 | Jun 2005 | JP |
| 2005242677 | Sep 2005 | JP |
| WO 9717674 | May 1997 | WO |
| WO 9721188 | Jun 1997 | WO |
| WO 9802083 | Jan 1998 | WO |
| WO 9808439 | Mar 1998 | WO |
| WO 9932317 | Jul 1999 | WO |
| WO 9952422 | Oct 1999 | WO |
| WO 9965175 | Dec 1999 | WO |
| WO 0028484 | May 2000 | WO |
| WO 0029986 | May 2000 | WO |
| WO 0031677 | Jun 2000 | WO |
| WO 0036605 | Jun 2000 | WO |
| WO 0062239 | Oct 2000 | WO |
| WO 0101329 | Jan 2001 | WO |
| WO 0103100 | Jan 2001 | WO |
| WO 0128476 | Apr 2001 | WO |
| WO 0135348 | May 2001 | WO |
| WO 0135349 | May 2001 | WO |
| WO 0140982 | Jun 2001 | WO |
| WO 0163994 | Aug 2001 | WO |
| WO 0169490 | Sep 2001 | WO |
| WO 0186599 | Nov 2001 | WO |
| WO 0201451 | Jan 2002 | WO |
| WO 0219030 | Mar 2002 | WO |
| WO 0235452 | May 2002 | WO |
| WO 0235480 | May 2002 | WO |
| WO 02091735 | Nov 2002 | WO |
| WO 02095657 | Nov 2002 | WO |
| WO 03002387 | Jan 2003 | WO |
| WO 03003910 | Jan 2003 | WO |
| WO 03054777 | Jul 2003 | WO |
| WO 03077077 | Sep 2003 | WO |
| WO 2004029863 | Apr 2004 | WO |
| WO 2004042646 | May 2004 | WO |
| WO 2004055737 | Jul 2004 | WO |
| WO 2004089214 | Oct 2004 | WO |
| WO 2004097743 | Nov 2004 | WO |
| WO 2005008567 | Jan 2005 | WO |
| WO 2005013181 | Feb 2005 | WO |
| WO 2005024698 | Mar 2005 | WO |
| WO 2005024708 | Mar 2005 | WO |
| WO 2005024709 | Mar 2005 | WO |
| WO 2005029388 | Mar 2005 | WO |
| WO 2005062235 | Jul 2005 | WO |
| WO 2005069252 | Jul 2005 | WO |
| WO 2005093510 | Oct 2005 | WO |
| WO 2005093681 | Oct 2005 | WO |
| WO 2005096962 | Oct 2005 | WO |
| WO 2005098531 | Oct 2005 | WO |
| WO 2005104704 | Nov 2005 | WO |
| WO 2005109344 | Nov 2005 | WO |
| WO 2006012645 | Feb 2006 | WO |
| WO 2006023046 | Mar 2006 | WO |
| WO 2006051462 | May 2006 | WO |
| WO 2006063076 | Jun 2006 | WO |
| WO 2006081209 | Aug 2006 | WO |
| WO 2006081505 | Aug 2006 | WO |
| WO 2007101269 | Sep 2007 | WO |
| WO 2007101275 | Sep 2007 | WO |
| WO 2007101276 | Sep 2007 | WO |
| WO 2007103698 | Sep 2007 | WO |
| WO 2007103701 | Sep 2007 | WO |
| WO 2007103833 | Sep 2007 | WO |
| WO 2007103834 | Sep 2007 | WO |
| WO 2008016724 | Feb 2008 | WO |
| WO 2008019168 | Feb 2008 | WO |
| WO 2008019169 | Feb 2008 | WO |
| WO 2008021584 | Feb 2008 | WO |
| WO 2008031089 | Mar 2008 | WO |
| WO 2008040026 | Apr 2008 | WO |
| Entry |
|---|
| Avcibas et al., “Steganalysis Using Image Quality Metrics,” IEEE Transactions on Image Processing, vol. 12, No. 2, pp. 221-229, Feb. 2003. |
| Boles, “A Security System Based on Human Iris Identification Using Wavelet Transform,” IEEE First International Conference on Knowledge-Based Intelligent Electronic Systems, May 21-23, Adelaide, Australia, pp. 533-541, 1997. |
| Bonney et al., “Iris Pattern Extraction Using Bit Planes and Standard Deviations,” IEEE, pp. 582-586, 2004. |
| Camus et al., “Reliable and Fast Eye Finding in Close-up Images,” IEEE, pp. 389-394, 2002. |
| Carson et al., “Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, No. 8, pp. 1026-1038, Aug. 2002. |
| Cui et al., “A Fast and Robust Iris Localization Method Based on Texture Segmentation,” 8 pages, 2004. |
| Cui et al., “An Appearance-Based Method for Iris Detection,” 6 pages, 2004. |
| Cui et al., “An Iris Detection Method Based on Structure Information,” Advances in Biometric Person Authentication, International Workshop on Biometric Recognition Systems, IWBRS 2005, Beijing China, 10 pages, Oct. 22-23, 2005. |
| Cui et al., “An Iris Image Synthesis Method Based on PCA and Super-Resolution,” IEEE Computer Society, Proceedings of the 17th International Conference on Pattern Recognition, 6 pages, Aug. 23-26, 2004. |
| Cui et al., “An Iris Recognition Algorithm Using Local Extreme Points,” Biometric Authentication, First International Conference, ICBA 2004, Hong Kong, China, 10 pages, Jul. 15-17, 2004. |
| Daugman, “Results From 200 Billion Iris Cross-Comparisons,” University of Cambridge Computer Laboratory, Technical Report, No. 635, 8 pages, Jun. 2005. |
| Daugman, “How Iris Recognition Works,” IEEE 2002 International Conference on Image Processing, vol. I of III, 6 pages, Sep. 22-25, 2002. |
| Du et al., “A One-Dimensional Approach for Iris Identification,” 11 pages, prior to Jan. 25, 2006. |
| Guo et al., “A System for Automatic Iris Capturing,” Mitsubishi Electric Research Laboratories, Inc., 10 pages, 2005. |
| Guo, “Face, Expression, and Iris Recognition Using Learning-Based Approaches,” 132 pages, 2006. |
| http://www.newscientisttech.com/article/dn11110-invention-covert-iris-sc, “Invention: Covert Iris Scanner,” 3 pages, printed Feb. 8, 2007. |
| Huang et al., “Iris Model Based on Local Orientation Description,” 5 pages, prior to Jan. 25, 2006. |
| Huang et al., “An Efficient Iris Recognition System,” IEEE Proceedings of the First International Conference on Machine Learning and Cybernetics, Beijing, pp. 450-454, Nov. 4-5, 2002. |
| Jalaja et al., “Texture Element Feature Characterizations for CBIR,” IEEE, pp. 733-736, 2005. |
| Kalka et al., “Image Quality Assessment for Iris Biometric,” Proc. of SPIE vol. 6202 62020D, 11 pages, 2006. |
| Ko et al., “Monitoring and Reporting of Fingerprint Image Quality and Match Accuracy for a Large User Application,” IEEE Computer Society, Proceedings of the 33rd Applied Imagery Pattern Recognition Workshop, 6 pages, 2004. |
| Lau et al., “Finding a Small Number of Regions in an Image Using Low-Level Features,” Pattern Recognition 35, pp. 2323-2339, 2002. |
| Ma et al., “Personal Identification Based on Iris Texture Analysis,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, No. 12, pp. 1519-1533, Dec. 2003. |
| Masek, “Recognition of Human Iris Patterns for Biometric Identification,” 61 pages, 2003. |
| Maurer et al., “Tracking and Learning Graphs and Pose on Image Sequences of Faces,” IEEE Computer Society Press, International Conference on Automatic Face and Gesture Recognition, pp. 176-181, Oct. 14-16, 1996. |
| Oppenheim et al, “The Importance of Phase in Signals,” Proceedings of the IEEE, vol. 69, No. 5, pp. 529-541, 1981. |
| Ratha et al., “A Real-Time Matching System for Large Fingerprint Databases,” IEEE Transactions on Pattern Analysis, and Machine Intelligence, vol. 18, No. 8, pp. 799-812, Aug. 1996. |
| Sony, “Network Color Camera, SNC-RZ30N (NTSC),” 6 pages, Aug. 2002. |
| Sun et al., “Robust Encoding of Local Ordinal Measures: A General Framework of Iris Recognition,” 13 pages, prior to Jan. 25, 2006. |
| Wang et al, “Image Quality Assessment: From Error Visibility to Structural Similarity,” IEEE Transactions on Image Processing, vol. 13, No. 4, pp. 600-612, Apr. 2004. |
| Wang et al., “A Universal Image Quality Index,” IEEE Signal Processing Letters, vol. 9, No. 3, pp. 81-84, Mar. 2002. |
| Wang et al., “Local Phase Coherence and the Perception of Blur,” Advances in Nueral Information Processing Systems 16, pp. 1435-1442, 2004. |
| AOptix Technologies, “Introducing the AOptix InSight 2 Meter Iris Recognition System,” 6 pages, 2010. |
| Belhumeur et al., “Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection,” 14 pages, prior to Jun. 11, 2010. |
| Bentley et al., “Multidimensional Binary Search Trees Used for Associative Searching,” Communications of the ACM, vol. 18, No. 9, pp. 509-517, Sep. 1975. |
| Blackman et al., “Chapter 9, Multiple Sensor Tracking: Issues and Methods,” Design and Analysis of Modern Tracking Systems, Artech House, pp. 595-659, 1999. |
| Brasnett et al., “A Robust Visual Identifier Using the Trace Transform,” 6 pages, prior to Jun. 11, 2010. |
| Buades et al., “A Review of Image Denoising Algorithms, with a New One,” Multiscale Modeling & Simulation, vol. 4, No. 2, pp. 490-530, 2005. |
| Chen et al., “Localized Iris Image Quality Using 2-D Wavelets,” LNCS vol. 3832, pp. 373-381, 2005. |
| Chow et al., “Towards a System for Automatic Facial Feature Detection,” Pattern Recognition vol. 26, No. 12, pp. 1739-1755, 1993. |
| U.S. Appl. No. 12/792,498, filed Jun. 2, 2010. |
| U.S. Appl. No. 12/814,232, filed Jun. 11, 2010. |
| U.S. Appl. No. 12/814,272, filed Jun. 11, 2010. |
| Cula et al., “Bidirectional Imaging and Modeling of Skin Texture,” Proceedings of Texture 2003, 6 pages, Oct. 17, 2003. |
| Cula et al., “Bidirectional Imaging and Modeling of Skin Texture,” IEEE Transactions on Biomedical Engineering, vol. 51, No. 12, pp. 2148-2159, 2004. |
| Cula et al., “Compact Representation of Bidirectional Texture Functions,” Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2001, 8 pages, 2001. |
| Cula et al., “Skin Texture Modeling,” International Journal of Computer Vision 2004, 34 pages, 2004. |
| Dabov et al., “Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering,” IEEE Transactions on Image Processint, vol. 16, No. 8, pp. 2080-2095, Aug. 2007. |
| Dabov et al., “Image Restoration by Spars 3D Transform Collaborative Filtering,” SPIE vol. 6812 681207-1, 12 pages, 2008. |
| Daugman, “High Confidence Visual Recognition of Persons by a Test of Statistical Independence,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 15, No. 11, pp. 1148-1161, 1993. |
| Daugman, “Probing the Uniqueness and Randomness of Iris Codes: Results from 200 Billion Iris Pair Comparisons,” Proceedings of the IEEE vol. 94, No. 11, pp. 1928-1935, Nov. 2006. |
| Fooprateepsiri et al., “A Highly Robust Method for Face Authentication,” IEEE 2009 First Asian Conference on Intelligent Information and Database Systems, pp. 380-385, 2009. |
| Fooprateepsiri et al., “Face Verification Base-On Hausdorff-Shape Context,” IEEE 2009 Asia Conference on Informatics in Control, Automation and Robotics, pp. 240-244, 2009. |
| Forstner et al., “A Metric for Covariance Matrices,” 16 pages, prior to Jun. 11, 2010. |
| Gan et al., “Applications of Wavelet Packets Decomposition in Iris Recognition,” LNCS vol. 3832, pp. 443-449, 2005. |
| Hampapur et al., “Smart Surveillance: Applications, Technologies and Implications,” IEEE, 6 pages, Dec. 15-18, 2003. |
| Hamza et al., “Standoff Iris Recognition Usin Non-Iterative Polar Based Segmentation,” Proceedings of SPIE vol. 6944, 8 pages, 2008. |
| Hanna et al., “A System for Non-Intrusive Human Iris Acquisition and Identification,” IAPR Workshop on Machine Vision Applications, pp. 200-203, Nov. 12-14, 1996. |
| http://en.wikipedia.org/wiki/Radon—transform, “Radon Transform,” 5 pages, printed May 14, 2010. |
| Ivins et al., “A Deformable Model of the Human Iris for Measuring Small Three-Dimensional Eye Movements,” Machine Vision and Applications, vol. 11, pp. 42-51, 1998. |
| Kadyrov et al., “The Trace Transform and Its Applications,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, No. 8, pp. 811-828, Aug. 2001. |
| Kadyrov et al., “The Trace Transform as a Tool to Invariant Feature Construction,” 3 pages, prior to Jun. 11, 2010. |
| Kang et al., “Improved Dual Action Contour for Iris Recognition,” 10 pages, prior to Jun. 11, 2010. |
| Kawaguchi et al., “Detection of Eyes from Human Faces by Hough Transform and Separability Filter,” IEEE, 4 pages, 2000. |
| Kong et al., “Detecting Eyelash and Reflection for Accurate Iris Segmentation,” International Journal of Pattern Recognition and Artificial Intelligence, vol. 17, No. 6, pp. 1025-1034, 2003. |
| Li et al., “Appearance Modeling Using a Geometric Transform,” IEEE Transactions on Image Processing, 17 pages, 2008. |
| Li et al., “Appearance Modeling Using a Geometric Transform,” Journal Preparation for IEEE Transactions on Image Processing, 30 pages, Nov. 5, 2006. |
| Ma et al., “Local Intensity Variation Analysis for Iris Recognition,” Pattern Recognition, vol. 37, pp. 1287-1298, 2004. |
| Ma et al., “Video Sequence Querying Using Clustering of Objects' Appearance Models,” Advances in Visual Computing Third Annual Symposium, ISVC 2007, 14 pages, 2007. |
| Monro et al., “DCT-Based Iris Recognition,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, No. 4, Apr. 2007. |
| Noh et al., “A Novel Method to Extract Features for Iris Recognition System,” AVBPA 2003, LNCS 2688, pp. 862-868, 2003. |
| Ojala et al., “Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, No. 7, 18 pages, Jul. 2002. |
| Pamudurthy et al., “Dynamic Approach for Face Recognition Using Digital Image Skin Correlation,” Audio and Video Based Person Authentication 5th International Conference, AVBPA 2005, Hilton Rye Town, NY, USA, 11 pages, Jul. 20-22, 2005. |
| Petrou et al., “The Trace Transform in a Nutshell,” 9 pages, prior to Jun. 11, 2010. |
| Phillips et al., “FRVT 2006 and ICE 2006 Large-Scale Results,” 56 pages, Mar. 2007. |
| Porikli et al., “Covariance Tracking Using Model Update Based on Means on Riemannian Manifolds,” 8 pages, prior to Jun. 11, 2010. |
| Proenca et al., “Toward Noncooperative Iris Recognition: A Classification Approach Using Multiple Signatures,” IEEE Transactions on Patern Analysis and Machine Intellingence, vol. 29, No. 4, pages. 607-612, Apr. 2007. |
| Ross et al., “Segmenting Non-Ideal Irises Using Geodesic Active Contours,” IEEE 2006 Biometrics Symposium, 3 pages, 2006. |
| Shapiro et al., pp. 556-559 in Book Entitled “Computer Vision,” Prentice Hall, prior to Jun. 11, 2010. |
| Stillman et al., “A System for Tracking and Recognizing Multiple People with Multiple Cameras,” 6 pages, Aug. 1998. |
| Sun Et al., “Iris Recognition Based on Non-local Comparisons,” Sinobiometrics 2004, LNCS 3338, pp. 67-77, 2004. |
| Suzaki et al., “A Horse Identification System Using Biometrics,” Systems and Computer in Japan, vol. 32, No. 14, pp. 12-23, 2001. |
| Trucco et al., “Robust Iris Location in Close-up Images of the Eye,” Pattern Anal. Applic. vol. 8, pp. 247-255, 2005. |
| Turan et al., “Trace Transform Based Invariant Object Recognition System,” 4 pages, prior to Jun. 11, 2010. |
| Turk et al. “Eigenfaces for Recognition,” Journal of Cognitive Neuroscience, vol. 3, No. 1, 16 pages, 1991. |
| Wang et al., “Recent Developments in Human Motion Analysis,” Pattern Recognition, vol. 36, pp. 585-601, 2003. |
| Wei et al., “Robust and Fast Assessment of Iris Image Quality,” LNCS vol. 3832, pp. 464-471, 2005. |
| Zhao et al., “Dynamic Texture Recognition Using Local Binary Patterns with an Application to Facial Expressions,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, No. 6, pp. 915-928, Jun. 2007. |
| Zhi-Hui et al., “Research Iris Serial Images Quality Assessment Method Based on HVS,” Proceedings of SPIE, vol. 6034, 6 pages, 2006. |
| U.S. Appl. No. 13/077,821, filed Mar. 30, 2011. |
| Freeboy, “Adaptive Optics Speeds Up Airport Immigration,” Optics.org/ole, 2 pages, Jan. 2009. |
| http://www.imagine-eyes.com/content/view/100/115/, “INOVEO—Ultra-High Resolution Retinal Imaging with Adaptive Optics,” 2 pages, printed Feb. 22, 2010. |
| Number | Date | Country | |
|---|---|---|---|
| 20120056714 A1 | Mar 2012 | US |