throbber
TOMMUNOM U UIT NI MAKINI PIA TUTTI
`
`US009767539B2
`
`( 12 ) United States Patent
`Zamfir et al .
`
`( 10 ) Patent No . :
`( 45 ) Date of Patent :
`
`US 9 , 767 , 539 B2
`Sep . 19 , 2017
`
`( 54 ) IMAGE CAPTURE DEVICE WITH
`CONTEMPORANEOUS IMAGE
`CORRECTION MECHANISM
`( 71 ) Applicant : Fotonation Limited , Galway ( IE )
`( 72 ) Inventors : Adrian Zamfir , Bucharest ( RO ) ;
`Petronel Bigioi , Galway ( IE ) ; Peter
`Corcoran , Claregalway ( IE ) ;
`Alexandru Drimbarean , Galway ( IE ) ;
`Eran Steinberg , San Jose , CA ( US )
`( 73 ) Assignee : FotoNation Limited , Galway ( IE )
`Subject to any disclaimer , the term of this
`( * ) Notice :
`patent is extended or adjusted under 35
`U . S . C . 154 ( b ) by 89 days .
`( 21 ) Appl . No . : 14 / 523 , 816
`( 22 ) Filed :
`Oct . 24 , 2014
`Prior Publication Data
`( 65 )
`US 2015 / 0063692 A1 Mar . 5 , 2015
`
`Related U . S . Application Data
`( 63 ) Continuation of application No . 12 / 140 , 532 , filed on
`Jun . 17 , 2008 , now Pat . No . 8 , 896 , 725 .
`( Continued )
`
`( 51 ) Int . CI .
`H04N 5 / 228
`H04N 5 / 225
`
`( 52 )
`
`( 2006 . 01 )
`( 2006 . 01 )
`( Continued )
`U . S . CI .
`??? . . . . . . . . . . . . G06T 5 / 003 ( 2013 . 01 ) ; G06K 9 / 0061
`( 2013 . 01 ) ; GO6K 9 / 00248 ( 2013 . 01 ) ;
`( Continued )
`
`EP
`EP
`
`( 56 )
`
`( 58 ) Field of Classification Search
`CPC . . . . . GO6T 5 / 003 ; G06T 3 / 4038 ; GO6T 7 / 0081 ;
`GO6T 7 / 408 ; GO6T 11 / 60 ; G06K 9 / 4652 ;
`( Continued )
`References Cited
`U . S . PATENT DOCUMENTS
`4 , 047 , 187 A
`9 / 1977 Mashimo et al .
`3 / 1982 Stauffer
`4 , 317 , 991 A
`( Continued )
`FOREIGN PATENT DOCUMENTS
`578508 A2
`1 / 1994
`984386 A2
`3 / 2000
`( Continued )
`OTHER PUBLICATIONS
`U . S . Appl . No . 12 / 140 , 532 , filed Jun . 17 , 2008 , Notice of Allow
`ance , May 13 , 2014 .
`( Continued )
`Primary Examiner — Twyler Haskins
`Assistant Examiner — Carramah J Quiett
`ABSTRACT
`( 57 )
`A hand - held or otherwise portable or spatial or temporal
`performance - based image capture device includes one or
`more lenses , an aperture and a main sensor for capturing an
`original main image . A secondary sensor and optical system
`are for capturing a reference image that has temporal and
`spatial overlap with the original image . The device performs
`an image processing method including capturing the main
`image with the main sensor and the reference image with the
`secondary sensor , and utilizing information from the refer
`ence image to enhance the main image . The main and
`secondary sensors are contained together within a housing .
`21 Claims , 19 Drawing Sheets
`
`Image Acquisition Chain
`1120
`Main Image
`Acquisition
`
`1126
`
`Image Processing
`1143
`
`1122 Speed Optimized
`Red Eve Filter
`1136 Pixel Locator
`1153 Shape Analysis
`
`1140 Fasing &
`Verification Analysis
`
`Image Compressor :
`Bitmap ? DCT
`1142
`
`Image Compressor :
`DCT ? JPEG
`1146
`
`Candidate
`Face
`Regions
`| 1130
`
`Candidate
`Redeye
`Region
`Locations
`1132
`
`Image
`Acquisition
`Parameters
`1158
`
`Digital Camera
`1100
`
`Background Redeye
`Filter Module 1128
`Unoptimized Image
`Manager 1162
`
`DOT Region
`Decompressor 1160
`
`1164 Analysis Optimized
`Red Eve Filter
`1166 Pixel Locator
`1168 Shape Analysis
`1170 Falsing Analysis
`1172 Pixel & Region
`Modifar Corrector
`
`DCT Region Matching
`1174
`
`DCT Region Overwriter
`1176
`
`Face
`Detector
`1110
`
`DCT
`Block
`???
`1144
`
`Image
`Decompressor
`JPEG ? DCT
`1158
`
`Subsampled Main
`Image 1124
`
`i
`
`Full Size
`Main Image
`1152
`Redeye Filter
`Metadata
`1154
`
`O RedEye
`
`Corrected
`Main Image
`1156
`
`Image Store 1150
`
`Qualcomm, Exh. 2015, p. 1
`Apple v. Qualcomm, 2018-01277
`
`

`

`US 9 , 767 , 539 B2
`Page 2
`
`5 , 280 , 530 A
`5 , 291 , 234 A
`5 , 305 , 048 A
`5 , 311 , 240 A
`5 , 331 , 544 A
`5 , 353 , 058 A
`5 , 384 , 615 A
`5 , 384 , 912 A
`5 , 430 , 809 A
`5 , 432 , 863 A
`5 , 450 , 504 A
`5 , 465 , 308 A
`5 , 488 , 429 A
`5 , 493 , 409 A
`5 , 496 , 106 A
`5 , 543 , 952 A
`5 , 576 , 759 A
`5 , 633 , 678 A
`5 , 638 , 136 A
`5 , 638 , 139 A
`5 , 652 , 669 A
`5 , 680 , 481 A
`5 , 684 , 509 A
`5 , 706 , 362 A
`5 , 710 , 833 A
`5 , 715 , 325 A
`5 , 724 , 456 A
`5 , 745 , 668 A
`5 , 748 , 764 A
`5 , 764 , 790 A
`5 , 764 , 803 A
`5 , 771 , 307 A
`5 , 774 , 129 A
`5 , 774 , 591 A
`5 , 774 , 747 A
`5 , 774 , 754 A
`5 , 781 , 650 A
`5 , 802 , 208 A
`5 , 812 , 193 A
`5 , 818 , 975 A
`5 , 835 , 616 A
`5 , 842 , 194 A
`5 . 844 . 573 A
`5 , 850 , 470 A
`5 , 852 , 669 A
`5 , 852 , 823 A
`RE36 , 041 E
`5 , 870 , 138 A
`5 , 905 , 807 A
`5 , 911 , 139 A
`5 , 912 , 980 A
`5 , 963 , 670 A
`5 , 966 , 459 A
`5 , 978 , 519 A
`5 , 990 , 973 A
`5 , 991 , 456 A
`6 , 009 , 209 A
`6 , 016 , 354 A
`6 , 028 , 960 A
`6 , 035 , 074 A
`6 , 053 , 268 A
`6 , 061 , 055 A
`6 , 072 , 094 A
`6 , 097 , 470 A
`6 , 101 , 271 A
`6 , 108 , 437 A
`6 , 115 , 052 A
`6 , 121 , 953 A
`6 , 128 , 397 A
`6 , 128 , 398 A
`6 , 134 , 339 A
`6 , 148 , 092 A
`6 , 151 , 073 A
`6 , 157 , 677 A
`6 , 173 , 068 B1
`6 , 184 , 926 B1
`6 , 188 , 777 B1
`6 , 192 , 149 B1
`6 , 240 , 198 B1
`
`1 / 1994 Trew et al .
`3 / 1994 Shino et al .
`4 / 1994 Suzuki et al .
`5 / 1994 Wheeler
`7 / 1994 Lu et al .
`10 / 1994 Takei
`1 / 1995 Hsieh et al .
`1 / 1995 Ogrinc et al .
`7 / 1995 Tomitaka
`7 / 1995 Benati et al .
`9 / 1995 Calia
`11 / 1995 Hutcheson et al .
`1 / 1996 Kojima et al .
`2 / 1996 Maeda et al .
`3 / 1996 Anderson
`8 / 1996 Yonenaga et al .
`11 / 1996 Kawamura et al .
`5 / 1997 Parulski et al .
`6 / 1997 Kojima et al .
`6 / 1997 Clatanoff et al .
`7 / 1997 Liedenbaum
`10 / 1997 Prasad et al .
`11 / 1997 Hatana et al .
`1 / 1998 Yabe
`1 / 1998 Moghaddam et al .
`2 / 1998 Bang et al .
`3 / 1998 Boyack et al .
`4 / 1998 Poggo et al .
`5 / 1998 Benati et al .
`6 / 1998 Brunelli et al .
`6 / 1998 Jacquin et al .
`6 / 1998 Lu et al .
`6 / 1998 Poggio et al .
`6 / 1998 Black et al .
`6 / 1998 Ishihara et al .
`6 / 1998 Ootsuka
`7 / 1998 Lobo et al .
`9 / 1998 Podilchuk et al .
`9 / 1998 Tomitaka et al .
`10 / 1998 Goodwin et al .
`11 / 1998 Lobo et al .
`11 / 1998 Arbuckle
`12 / 1998 Poggio et al .
`12 / 1998 Kung et al .
`12 / 1998 Eleftheriadis et al .
`12 / 1998 De Bonet
`1 / 1999 Turk
`2 / 1999 Smith et al .
`5 / 1999 Kado et al .
`6 / 1999 Jain et al .
`6 / 1999 Hunke
`10 / 1999 Lipson et al .
`10 / 1999 Hara et al .
`11 / 1999 Bollman et al .
`11 / 1999 Sakamoto
`11 / 1999 Rahman et al .
`12 / 1999 Acker et al .
`1 / 2000 Lin et al .
`2 / 2000 Graf et al .
`3 / 2000 Fujimoto et al .
`4 / 2000 Yamada
`5 / 2000 Marks
`6 / 2000 Karady et al .
`8 / 2000 Buhr et al .
`8 / 2000 Yamashita et al .
`8 / 2000 Lin
`9 / 2000 Freeman et al .
`9 / 2000 Walker
`10 / 2000 Baluja et al .
`10 / 2000 Kuperstein et al .
`10 / 2000 Luo
`11 / 2000 Qian
`11 / 2000 Steinberg et al .
`12 / 2000 Martens et al .
`1 / 2001 Prokoski
`2 / 2001 Khosravi et al .
`2 / 2001 Darrell et al .
`2 / 2001 Eschbach et al .
`. 5 / 2001 Reng et al .
`
`( 56 )
`
`( 51 )
`
`( 52 )
`
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2011 . 01 )
`( 2011 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`( 2006 . 01 )
`
`Related U . S . Application Data
`( 60 ) Provisional application No . 60 / 945 , 558 , filed on Jun .
`21 , 2007 .
`Int . Ci .
`G06T 5 / 00
`G06K 9 / 00
`G06K 9 / 32
`HO4N 5 / 232
`HO4N 5 / 235
`H04N 5 / 272
`HO4N 5 / 345
`H04N 5 / 347
`104N 5 / 77
`H04N 9 / 804
`G06K 9 / 46
`GO6K 9 / 48
`G06T 3 / 40
`GO6T 11 / 60
`H04N 5 / 907
`U . S . CI .
`CPC . . . . . . . . . GO6K 9 / 3208 ( 2013 . 01 ) ; G06K 9 / 4652
`( 2013 . 01 ) ; G06K 9 / 48 ( 2013 . 01 ) ; G06T 3 / 4038
`( 2013 . 01 ) ; G06T 11 / 60 ( 2013 . 01 ) ; H04N
`5 / 2258 ( 2013 . 01 ) ; H04N 5 / 2354 ( 2013 . 01 ) ;
`H04N 5 / 23219 ( 2013 . 01 ) ; H04N 5 / 23222
`( 2013 . 01 ) ; H04N 5 / 272 ( 2013 . 01 ) ; H04N
`5 / 345 ( 2013 . 01 ) ; H04N 5 / 347 ( 2013 . 01 ) ;
`H04N 5 / 772 ( 2013 . 01 ) ; H04N 9 / 8042
`( 2013 . 01 ) ; G06T 2207 / 10004 ( 2013 . 01 ) ; G06T
`2207 / 20201 ( 2013 . 01 ) ; G06T 2207 / 20221
`( 2013 . 01 ) ; G06T 2207 / 30168 ( 2013 . 01 ) ; G06T
`2207 / 30216 ( 2013 . 01 ) ; H04N 5 / 907 ( 2013 . 01 )
`( 58 ) Field of Classification Search
`CPC . . . . . . GO6K 9 / 48 ; G06K 9 / 0061 ; G06K 9 / 3208 ;
`GO6K 9 / 00248 ; HON 5 / 2258 ; HOAN
`5 / 345 ; HO4N 5 / 23222 ; HO4N 5 / 23219 ;
`H04N 9 / 8042 ; H04N 5 / 772 ; H04N 5 / 272 ;
`HO4N 5 / 347 ; H04N 5 / 23
`See application file for complete search history .
`References Cited
`U . S . PATENT DOCUMENTS
`4 , 367 , 027 A
`1 / 1983 Stauffer
`9 / 1983 Mashimo et al .
`RE31 , 370 E
`4 , 448 , 510 A
`5 / 1984 Murakoshi
`9 / 1984 Masunaga et al .
`4 , 469 , 417 A
`12 / 1985 Hayashi et al .
`4 , 562 , 346 A
`1 / 1987 Hiramatsu
`4 , 638 , 364 A
`4 , 673 , 276 A
`6 / 1987 Yoshida et al .
`4 , 796 , 043 A
`1 / 1989 Izumi et al .
`11 / 1990 Bedell et al .
`4 , 970 , 663 A
`11 / 1990 Harshaw et al .
`4 , 970 , 683 A
`4 , 975 , 969 A
`12 / 1990 Tal
`4 / 1991 Ando
`5 , 008 , 946 A
`5 / 1991 Sasaki et al .
`5 , 018 , 017 A
`9 / 1991 Hiramatsu
`RE33 , 682 E
`9 / 1991 Cornuejols
`5 , 051 , 770 A
`10 / 1991 Higashihara et al .
`5 , 061 , 951 A
`11 / 1991 Burt
`5 , 063 , 603 A
`5 / 1992 Tokunaga
`5 , 111 , 231 A
`9 / 1992 Ueno et al .
`5 , 150 , 432 A
`11 / 1992 Hutcheson et al .
`5 , 161 , 204 A
`11 / 1992 Kuchta et al .
`5 , 164 , 831 A
`5 , 164 , 992 A
`11 / 1992 Turk et al .
`7 / 1993 Terashita
`5 , 227 , 837 A
`11 / 1993 Tamai et al .
`5 , 262 , 820 A
`5 , 278 , 923 A
`1 / 1994 Nazarathy et al .
`
`Qualcomm, Exh. 2015, p. 2
`Apple v. Qualcomm, 2018-01277
`
`

`

`US 9 , 767 , 539 B2
`Page 3
`
`( 56 )
`
`References Cited
`U . S . PATENT DOCUMENTS
`6 , 246 , 779 B1
`6 / 2001 Fukui et al .
`6 , 246 , 790 B1
`6 / 2001 Huang et al .
`6 , 249 , 315 B1
`6 / 2001 Holm et al .
`6 , 252 , 976 B1
`6 / 2001 Schildkraut et al .
`6 , 263 , 113 B1
`7 / 2001 Abdel - Mottaleb et al .
`6 , 268 , 939 B1
`7 / 2001 Klassen et al .
`6 , 278 , 491 B1
`8 / 2001 Wang et al .
`6 , 282 , 317 B1 . 8 / 2001 Luo et al .
`6 , 285 , 410 B1
`9 / 2001 Marni
`6 , 292 , 575 B1 . 9 / 2001 Bortolussi et al .
`6 , 301 , 370 B1 10 / 2001 Steffens et al .
`6 , 301 , 440 B1
`10 / 2001 Bolle et al .
`6 , 332 , 033 B1 . 12 / 2001 Qian
`6 , 334 , 008 B2
`12 / 2001 Nakabayashi
`6 , 349 , 373 B2
`2 / 2002 Sitka et al .
`6 , 351 , 556 B1
`2 / 2002 Loui et al .
`6 , 393 , 148 B1
`5 / 2002 Bhaskar
`6 , 400 , 830 B1
`6 / 2002 Christian et al .
`6 , 404 , 900 B1
`6 / 2002 Qian et al .
`6 , 407 , 777 B1
`6 / 2002 Deluca
`6 , 421 , 468 B1
`7 / 2002 Ratnakar et al .
`6 , 426 , 779 B1
`7 / 2002 Noguchi et al .
`6 , 438 , 234 B1
`8 / 2002 Gisin et al .
`6 , 438 , 264 B18 / 2002 Gallagher et al
`6 , 441 , 854 B2
`8 / 2002 Fellegara et al .
`6 , 445 , 810 B2
`9 / 2002 Darrell et al .
`6 , 456 , 732 B1
`9 / 2002 Kimbell et al .
`6 , 459 , 436 B110 / 2002 Kumada et al .
`6 , 463 , 163 B1 10 / 2002 Kresch
`6 , 473 , 199 B1 10 / 2002 Gilman et al .
`6 , 483 , 521 B1 11 / 2002 Takahashi et al .
`6 , 501 , 857 B1 12 / 2002 Gotsman et al .
`6 , 502 , 107 B1 12 / 2002 Nishida
`6 , 504 , 942 B1 .
`1 / 2003 Hong et al .
`6 , 504 , 951 B1
`1 / 2003 Luo et al .
`6 , 516 , 154 B1
`2 / 2003 Parulski et al .
`6 , 526 , 156 B1
`2 / 2003 Black et al .
`6 , 526 , 161 B1
`2 / 2003 Yan
`6 , 529 , 630 B1
`3 / 2003 Kinjo
`6 , 549 , 641 B2
`4 / 2003 Ishikawa
`6 , 556 , 708 B1
`4 / 2003 Christian et al .
`6 , 560 , 029 B1
`5 / 2003 Dobbie et al .
`6 , 564 , 225 B1
`5 / 2003 Brogliatti et al .
`6 , 567 , 983 B1
`5 / 2003 Shiimori
`6 , 587 , 119 B1
`7 / 2003 Anderson et al .
`6 , 606 , 398 B2
`8 / 2003 Cooper
`6 , 611 , 613 B1 . 8 / 2003 Kang et al .
`6 , 633 , 655 B1 10 / 2003 Hong et al .
`6 , 661 , 907 B2 12 / 2003 Ho et al .
`6 , 681 , 032 B2
`1 / 2004 Bortolussi et al .
`6 , 697 , 503 B2
`2 / 2004 Matsuo et al .
`6 , 697 , 504 B2
`2 / 2004 Tsai
`6 , 700 , 999 B1
`3 / 2004 Yang
`6 , 714 , 665 B1
`3 / 2004 Hanna et al .
`6 , 747 , 690 B2
`6 / 2004 Molgaard
`6 , 754 , 368 B1
`6 / 2004 Cohen
`6 , 754 , 389 B1
`6 / 2004 Dimitrova et al .
`6 , 760 , 465 B2
`7 / 2004 Moveigh et al .
`6 , 760 , 485 B1
`7 / 2004 Gilman et al .
`6 , 765 , 612 B1
`7 / 2004 Anderson et al .
`6 , 778 , 216 B1
`8 / 2004 Lin
`6 , 792 , 135 B1
`9 / 2004 Toyama
`6 , 798 , 834 B1
`9 / 2004 Murakami et al .
`6 , 801 , 250 B1
`10 / 2004 Miyashita
`6 , 801 , 642 B2
`10 / 2004 Gorday et al .
`6 , 816 , 611 B1 11 / 2004 Hagiwara et al .
`6 , 829 , 009 B2 12 / 2004 Sugimoto
`6 , 850 , 274 B1
`2 / 2005 Silverbrook et al .
`6 , 859 , 565 B2
`2 / 2005 Baron
`6 , 876 , 755 B1
`4 / 2005 Taylor et al .
`6 , 879 , 705 B1
`4 / 2005 Tao et al .
`6 , 900 , 840 B1
`5 / 2005 Schinner et al .
`6 , 937 , 773 B1
`8 / 2005 Nozawa et al .
`6 , 940 , 545 B1
`9 / 2005 Ray et al .
`6 , 947 , 601 B2
`9 / 2005 Aoki et al .
`
`NNN
`
`10 / 2005 Moustafa
`6 , 959 , 109 B2
`11 / 2005 Chen et al .
`6 , 965 , 684 B2
`6 , 967 , 680 B1 11 / 2005 Kagle et al .
`6 , 977 , 687 B1
`12 / 2005 Suh
`6 , 980 , 691 B2 12 / 2005 Nesterov et al .
`6 , 993 , 157 B1
`1 / 2006 Oue et al .
`7 , 003 , 135 B2
`2 / 2006 Hsieh et al .
`7 , 020 , 337 B2
`3 / 2006 Viola et al .
`7 , 027 , 619 B2
`4 / 2006 Pavlidis et al .
`7 , 027 , 621 B1
`4 / 2006 Prokoski et al .
`7 , 034 , 848 B2
`4 / 2006 Sobol
`7 , 035 , 456 B2
`4 / 2006 Lestideau
`7 , 035 , 462 B2
`4 / 2006 White et al .
`7 , 035 , 467 B2
`4 / 2006 Nicponski
`7 , 038 , 709 B1
`5 / 2006 Verghese
`7 , 038 , 715 B1
`5 / 2006 Flinchbaugh
`7 , 039 , 222 B2
`5 / 2006 Simon et al .
`7 , 042 , 501 B1
`5 / 2006 Matama
`7 , 042 , 505 B1
`5 / 2006 Deluca
`7 , 042 , 511 B2
`5 / 2006 Lin
`7 , 043 , 056 B2
`5 / 2006 Edwards et al .
`7 , 043 , 465 B2
`5 / 2006 Pirim
`7 , 050 , 607 B2
`5 / 2006 Li et al .
`7 , 057 , 653 B1
`6 / 2006 Kubo
`7 , 064 , 776 B2
`6 / 2006 Sumi et al .
`7 , 082 , 212 B2
`7 / 2006 Liu et al .
`7 , 099 , 510 B2
`8 / 2006 Jones et al .
`7 , 106 , 374 B1
`9 / 2006 Bandera et al .
`7 , 106 , 887 B2
`9 / 2006 Kinjo
`7 , 110 , 569 B2
`9 / 2006 Brodsky et al .
`7 , 110 , 575 B2
`9 / 2006 Chen et al .
`7 , 113 , 641 B1
`9 / 2006 Eckes et al .
`7 , 119 , 838 B2
`10 / 2006 Zanzucchi et al .
`7 , 120 , 279 B2
`10 / 2006 Chen et al .
`7 , 146 , 026 B2
`12 / 2006 Russon et al .
`B2 12 / 2006 Rui et al .
`7 , 158 , 680 B2
`1 / 2007 Pace
`7 , 162 , 076 B2
`1 / 2007 Liu
`7 , 162 , 101 B2
`1 / 2007 Itokawa et al .
`7 , 171 , 023 B2
`1 / 2007 Kim et al .
`7 , 171 , 025 B2
`1 / 2007 Rui et al .
`7 , 190 , 829 B2
`3 / 2007 Zhang et al .
`7 , 194 , 114 B2
`3 / 2007 Schneiderman
`7 , 200 , 249 B2
`4 / 2007 Okubo et al .
`7 , 218 , 759 B1
`5 / 2007 Ho et al .
`7 , 227 , 976 B1
`6 / 2007 Jung et al .
`7 , 254 , 257 B2
`8 / 2007 Kim et al .
`7 , 269 , 292 B2
`9 / 2007 Steinberg
`7 , 274 , 822 B2
`9 / 2007 Zhang et al .
`7 , 274 , 832 B2
`9 / 2007 Nicponski
`7 , 289 , 664 B2
`10 / 2007 Enomoto
`7 , 295 , 233 B2 . 11 / 2007 Steinberg et al .
`7 , 315 , 630 B2
`1 / 2008 Steinberg et al .
`7 , 315 , 631 B1
`1 / 2008 Corcoran et al .
`7 , 317 , 815 B2
`1 / 2008 Steinberg et al .
`7 , 321 , 670 B2
`1 / 2008 Yoon et al .
`7 , 324 , 670 B2
`1 / 2008 Kozakaya et al .
`7 , 324 , 671 B2
`1 / 2008 Li et al .
`7 , 336 , 821 B2
`2 / 2008 Ciuc et al .
`7 , 336 , 830 B2
`2 / 2008 Porter et al .
`7 , 340 , 110 B2
`3 / 2008 Lim et al .
`7 , 352 , 394 B1
`4 / 2008 Deluca et al .
`7 , 362 , 210 B2
`4 / 2008 Bazakos et al .
`7 , 362 , 368 B2
`4 / 2008 Steinberg et al .
`7 , 403 , 643 B2
`7 / 2008 Ianculescu et al .
`7 , 436 , 998 B2
`10 / 2008 Steinberg et al .
`7 , 437 , 998 B2
`10 / 2008 Burger et al .
`7 , 440 , 593 B1 10 / 2008 Steinberg et al .
`7 , 457 , 477 B2
`11 / 2008 Petschnigg et al .
`7 , 460 , 695 B2 12 / 2008 Steinberg et al .
`7 , 469 , 055 B2
`12 / 2008 Corcoran et al .
`7 , 515 , 740 B2
`4 / 2009 Corcoran et al .
`7 , 536 , 036 B2
`5 / 2009 Steinberg et al .
`7 , 565 , 030 B2
`7 / 2009 Steinberg et al .
`7 , 587 , 085 B2
`9 / 2009 Steinberg et al .
`7 , 620 , 218 B2
`11 / 2009 Steinberg et al .
`7 , 623 , 177 B2 11 / 2009 Nakamura et al .
`7 , 636 , 486 B2 12 / 2009 Steinberg et al .
`7 , 689 , 009 B2
`3 / 2010 Corcoran et al .
`
`NNNNNNNNNNN
`
`Qualcomm, Exh. 2015, p. 3
`Apple v. Qualcomm, 2018-01277
`
`

`

`US 9 , 767 , 539 B2
`Page 4
`
`( 56 )
`
`References Cited
`U . S . PATENT DOCUMENTS
`6 / 2010 Steinberg et al .
`7 , 738 , 015 B2
`9 / 2010 Steinberg et al .
`7 , 792 , 335 B2
`1 / 2011 Ciuc et al .
`7 , 868 , 922 B2
`7 , 920 , 723 B2
`4 / 2011 Nanu et al .
`5 / 2011 Steinberg et al .
`7 , 953 , 251 B1
`11 / 2011 Petrescu et al .
`8 , 055 , 029 B2
`12 / 2011 David et al .
`8 , 073 , 286 B2
`3 / 2012 Steinberg et al .
`8 , 135 , 184 B2
`6 / 2001 Yamaguchi
`2001 / 0005222 Al
`2001 / 0028731 Al
`10 / 2001 Coveli et al .
`10 / 2001 Whiteside
`2001 / 0031142 Al
`2001 / 0038712 Al
`11 / 2001 Loce et al .
`11 / 2001 Masumoto et al .
`2001 / 0038714 Al
`2002 / 0041717 Al
`4 / 2002 Murataet et al .
`2002 / 0093577 Al
`7 / 2002 Kitawaki et al .
`8 / 2002 Patton et al .
`2002 / 0105662 Al
`8 / 2002 Yan et al .
`2002 / 0106114 Al
`8 / 2002 Luo
`2002 / 0114535 Al
`2002 / 0118287 Al
`8 / 2002 Grosvenor et al .
`9 / 2002 Lin
`2002 / 0136433 AL
`2002 / 0141640 AL
`10 / 2002 Kraft
`2002 / 0150662 Al
`10 / 2002 Dewis et al .
`2002 / 0168108 A1
`11 / 2002 Loui et al .
`2002 / 0172419 A1
`11 / 2002 Lin et al .
`2002 / 0176610 AL
`11 / 2002 Okazaki et al .
`2002 / 0181801 Al
`12 / 2002 Needham et al .
`2002 / 0191861 Al
`12 / 2002 Cheatle
`2003 / 0012414 Al
`1 / 2003 Luo
`1 / 2003 Dagtas et al .
`2003 / 0023974 Al
`2 / 2003 Slatter
`2003 / 0025812 Al
`2 / 2003 Duta et al .
`2003 / 0035573 Al
`3 / 2003 Fuersich et al .
`2003 / 0044070 Al
`2003 / 0044177 Al
`3 / 2003 Oberhardt et al .
`3 / 2003 Savakis et al .
`2003 / 0048950 A1
`3 / 2003 Stavely et al .
`2003 / 0052991 A1
`2003 / 0059107 A1
`3 / 2003 Sun et al .
`2003 / 0059121 A1
`3 / 2003 Savakis et al .
`4 / 2003 Sannoh et al .
`2003 / 0071908 A1
`5 / 2003 Lin et al .
`2003 / 0084065 Al
`5 / 2003 Wheeler et al .
`2003 / 0095197 Al
`6 / 2003 Flickner et al .
`2003 / 0107649 Al
`6 / 2003 Goldberg
`2003 / 0118216 A1
`6 / 2003 Edgar
`2003 / 0118249 A1
`7 / 2003 Geng
`2003 / 0123713 A1
`7 / 2003 Krishnamurthy et al .
`2003 / 0123751 A1
`7 / 2003 Yamazaki et al .
`2003 / 0142209 Al
`8 / 2003 Lin
`2003 / 0151674 Al
`2003 / 0174773 Al
`9 / 2003 Comaniciu et al .
`10 / 2003 Kinjo
`2003 / 0202715 Al
`2 / 2004 Ishida
`2004 / 0022435 A1
`3 / 2004 Yoshida et al .
`2004 / 0041121 A1
`2004 / 0095359 Al
`5 / 2004 Simon et al .
`6 / 2004 Sun et al .
`2004 / 0114904 Al
`6 / 2004 Lin et al .
`2004 / 0120391 Al
`2004 / 0120399 Al
`6 / 2004 Kato
`7 / 2004 Nagao et al .
`2004 / 0125387 Al
`2004 / 0170397 A1
`9 / 2004 Ono
`9 / 2004 Porter et al .
`2004 / 0175021 A1
`2004 / 0179719 AL
`9 / 2004 Chen et al .
`11 / 2004 Luo et al .
`2004 / 0218832 A1
`11 / 2004 DeLuca et al .
`2004 / 0223063 A1
`2004 / 0227978 AL
`11 / 2004 Enomoto
`11 / 2004 Sugimoto
`2004 / 0228505 AL
`2004 / 0233301 A1
`11 / 2004 Nakata et al .
`2004 / 0234156 AL
`11 / 2004 Watanabe et al .
`1 / 2005 Fujii et al .
`2005 / 0007486 A1
`1 / 2005 Xiao et al .
`2005 / 0013479 Al
`1 / 2005 Ichimasa
`2005 / 0013603 Al
`2005 / 0018923 A1
`1 / 2005 Messina et al .
`2 / 2005 Prilutsky et al .
`2005 / 0031224 AL
`2 / 2005 Funakura
`2005 / 0036044 Al
`2 / 2005 Steinberg et al .
`2005 / 0041121 AL
`2005 / 0046725 A1 *
`3 / 2005 Sasagawa . . . . . . . . . . . . HO4N 7 / 0122
`348 / 333 . 01
`3 / 2005 Steinberg et al .
`2005 / 0068446 A1
`
`3 / 2005 Steinberg et al .
`2005 / 0068452 AL
`2005 / 0069208 Al 3 / 2005 Morisada
`2005 / 0073596 A1 4 / 2005 Takahashi
`2005 / 0089218 A1 4 / 2005 Chiba
`2005 / 0104848 Al 5 / 2005 Yamaguchi et al .
`2005 / 0105780 A1 5 / 2005 Ioffe
`2005 / 0128518 A1 *
`6 / 2005 Tsue . . . . . . . . . . . . . . . . . . . HO4N 1 / 00196
`358 / 1 . 15
`2005 / 0129324 A1 *
`6 / 2005 Lemke . . . . . . . . . . . . . . . H04N 1 / 387
`382 / 254
`2005 / 0140801 A1 6 / 2005 Prilutsky et al .
`2005 / 0185054 A1 8 / 2005 Edwards et al .
`2005 / 0195317 AL 9 / 2005 Myoga
`2005 / 0265453 Al 12 / 2005 Saito
`2005 / 0275721 A1 12 / 2005 Ishii
`2006 / 0006077 A1
`1 / 2006 Mosher et al .
`2006 / 0008152 Al 1 / 2006 Kumar et al .
`2006 / 0008171 Al 1 / 2006 Petschnigg et al .
`2006 / 0008173 Al 1 / 2006 Matsugu et al .
`2006 / 0018517 Al
`1 / 2006 Chen et al .
`2006 / 0029265 A1 2 / 2006 Kim et al .
`2006 / 0039690 A1
`2 / 2006 Steinberg et al .
`2006 / 0050933 A1
`3 / 2006 Adam et al .
`2006 / 0054787 Al 3 / 2006 Olsen
`2006 / 0056655 Al 3 / 2006 Wen et al .
`2006 / 0083440 A1
`4 / 2006 Chen
`2006 / 0093212 Al 5 / 2006 Steingberg et al .
`2006 / 0093213 Al 5 / 2006 Steingberg et al .
`2006 / 0093238 A1 5 / 2006 Steinberg et al .
`2006 / 0098875 A1 5 / 2006 Sugimoto
`2006 / 0098890 A1
`5 / 2006 Steingberg et al .
`2006 / 0120599 Al 6 / 2006 Steingberg et al .
`2006 / 0133699 A1 6 / 2006 Widrow et al .
`2006 / 0140455 A1 6 / 2006 Costache et al .
`2006 / 0147192 Al
`7 / 2006 Zhang et al .
`2006 / 0153472 Al
`7 / 2006 Sakata et al .
`2006 / 0177100 A1 8 / 2006 Zhu et al .
`2006 / 0177131 A1
`8 / 2006 Porikli
`2006 / 0187305 Al 8 / 2006 Trivedi et al .
`2006 / 0203106 A1 9 / 2006 Lawrence et al .
`2006 / 0203107 Al 9 / 2006 Steingberg et al .
`2006 / 0204034 Al 9 / 2006 Steinberg et al .
`2006 / 0204037 Al 9 / 2006 Watanabe et al .
`2006 / 0204055 Al 9 / 2006 Steinberg et al .
`2006 / 0204056 A1
`9 / 2006 Steinberg et al .
`2006 / 0204057 A1 9 / 2006 Steinberg
`2006 / 0204058 Al 9 / 2006 Kim et al .
`2006 / 0204110 A1
`9 / 2006 Steinberg et al .
`2006 / 02 10148 Al 9 / 2006 Nakashima
`2006 / 02 10264 Al
`9 / 2006 Saga
`2006 / 0215924 A1 9 / 2006 Steinberg et al .
`2006 / 0227997 Al 10 / 2006 Au et al .
`2006 / 0257047 AL 11 / 2006 Kameyama et al .
`2006 / 0268150 A1 11 / 2006 Kameyama et al .
`2006 / 0269270 AL 11 / 2006 Yoda et al .
`2006 / 0280380 A1 12 / 2006 Li
`2006 / 0285754 Al 12 / 2006 Steinberg et al .
`2006 / 0291739 A112 / 2006 Li et al .
`2007 / 0018980 A1
`1 / 2007 Berteig et al .
`2007 / 0035628 Al
`2 / 2007 Kanai
`2007 / 0047768 A1 3 / 2007 Gordon et al .
`2007 / 0053614 Al 3 / 2007 Mori et al .
`2007 / 0070440 A1 3 / 2007 Li et al .
`2007 / 0071347 A1 3 / 2007 Li et al .
`2007 / 0091203 A1
`4 / 2007 Peker et al .
`2007 / 0098303 A1 5 / 2007 Gallagher et al .
`2007 / 0110305 A1 5 / 2007 Corcoran et al .
`2007 / 0110417 A1 5 / 2007 Itokawa
`2007 / 0116379 Al
`5 / 2007 Corcoran et al .
`2007 / 0116380 A1 5 / 2007 Ciuc et al .
`2007 / 0154095 Al 7 / 2007 Cao et al .
`2007 / 0154096 A1
`7 / 2007 Cao et al .
`2007 / 0160307 Al
`7 / 2007 Steinberg et al .
`2007 / 0189748 Al
`8 / 2007 Drimbarean et al .
`2007 / 0189757 A1
`8 / 2007 Steinberg et al .
`2007 / 0195174 A1 8 / 2007 Oren
`2007 / 0201724 A1 8 / 2007 Steinberg et al .
`2007 / 0201725 Al 8 / 2007 Steinberg et al .
`2007 / 0201726 A1
`8
`/ 2007 Steinberg et al .
`
`Qualcomm, Exh. 2015, p. 4
`Apple v. Qualcomm, 2018-01277
`
`

`

`US 9 , 767 , 539 B2
`Page 5
`
`( 56 )
`
`References Cited
`U . S . PATENT DOCUMENTS
`2007 / 0263104 Al
`11 / 2007 Deluca et al .
`11 / 2007 Steinberg et al .
`2007 / 0269108 A1
`2007 / 0273504 Al
`11 / 2007 Tran
`2007 / 0296833 Al
`12 / 2007 Corcoran et al .
`2008 / 0002060 AL
`1 / 2008 Deluca et al .
`2008 / 0013798 A1
`1 / 2008 Ionita et al .
`1 / 2008 Steinberg et al .
`2008 / 0013799 Al
`1 / 2008 Steinberg et al .
`2008 / 0013800 A1
`1 / 2008 Steinberg
`2008 / 0019565 A1
`2 / 2008 Corcoran et al .
`2008 / 0037827 A1
`2 / 2008 Corcoran et al .
`2008 / 0037839 Al
`2 / 2008 Prilutsky et al .
`2008 / 0043121 Al
`2 / 2008 Steinberg et al .
`2008 / 0043122 A1
`2008 / 0049970 A1
`2 / 2008 Ciuc et al .
`3 / 2008 Steinberg et al .
`2008 / 0055433 Al
`3 / 2008 David et al .
`2008 / 0075385 Al
`6 / 2008 Steinberg et al .
`2008 / 0144966 Al
`2008 / 0175481 A1
`7 / 2008 Petrescu et al .
`2008 / 0175574 Al
`7 / 2008 Tomita et al .
`2008 / 0186389 A1
`8 / 2008 Deluca et al .
`2008 / 0205712 A1
`8 / 2008 Ionita et al .
`9 / 2008 Blonk et al .
`2008 / 0219517 AL
`9 / 2008 Steinberg et al .
`2008 / 0219518 A1
`2008 / 0220750 AI
`9 / 2008 Steinberg et al .
`10 / 2008 Nanu et al .
`2008 / 0240555 Al
`2008 / 0267461 Al
`10 / 2008 Ianculescu et al .
`12 / 2008 Steinberg et al .
`2008 / 0316328 A1
`12 / 2008 Steinberg et al .
`2008 / 0317339 Al
`12 / 2008 Steinberg et al .
`2008 / 0317357 Al
`12 / 2008 Steinberg et al .
`2008 / 0317378 A1
`12 / 2008 Steinberg et al .
`2008 / 0317379 Al
`1 / 2009 Yano
`2009 / 0002504 A1 *
`2009 / 0002514 Al
`1 / 2009 Steinberg et al .
`2009 / 0003652 A1
`1 / 2009 Steinberg et al .
`2009 / 0003708 Al 1 / 2009 Steinberg et al .
`2009 / 0052749 Al 2 / 2009 Steinberg et al .
`2009 / 0052750 A1
`2 / 2009 Steinberg et al .
`2009 / 0087030 A1 4 / 2009 Steinberg et al .
`2009 / 0087042 A1
`4 / 2009 Steinberg et al .
`2009 / 0141144 Al 6 / 2009 Steinberg
`2009 / 0179998 Al
`7 / 2009 Steinberg et al .
`2009 / 0208056 AL
`8 / 2009 Corcoran et al .
`2009 / 0238410 AL
`9 / 2009 Corcoran et al .
`2009 / 0238419 Al
`9 / 2009 Steinberg et al .
`2009 / 0303342 A112 / 2009 Corcoran et al .
`2010 / 0014721 A1 1 / 2010 Steinberg et al .
`2010 / 0039525 A1
`2 / 2010 Steinberg et al .
`2010 / 0053362 Al
`3 / 2010 Nanu et al .
`2010 / 0054533 Al
`3 / 2010 Steinberg et al .
`2010 / 0054549 Al
`3 / 2010 Steinberg et al .
`2010 / 0060727 A1
`3 / 2010 Steinberg et al .
`2010 / 0066822 Al 3 / 2010 Steinberg et al .
`2010 / 0069222 Al
`3 / 2010 Steinberg et al .
`2010 / 0092039 Al
`4 / 2010 Steinberg et al .
`2010 / 0271505 A1 10 / 2010 Zimmer et al .
`2011 / 0110567 Al 5 / 2011 Jiang
`2011 / 0122297 A1
`5 / 2011 Steinberg et al .
`2011 / 0221936 AL
`9 / 2011 Steinberg et al .
`2012 / 0069198 AL
`3 / 2012 Steinberg et al .
`FOREIGN PATENT DOCUMENTS
`8 / 2001
`1128316 Al
`2 / 2004
`1391842 A2
`1398733 A1
`3 / 2004
`2 / 2006
`1626569 A1
`1785914 A1
`5 / 2007
`2256666 A2
`12 / 2010
`4 / 2011
`2052347 B1
`6 / 2002
`2370438 A1
`5260360 A2
`10 / 1993
`2003030647 A
`1 / 2003
`2005129070 A
`5 / 2005
`
`EP
`EP
`EP
`EP
`EP
`EP
`EP
`GB
`
`G06T 3 / 4007
`348 / 218 . 1
`
`JP
`WO
`WO
`WO
`Wo
`wo
`wo
`WO
`WO
`WO
`WO
`WO
`WO
`WO
`WO
`WO
`
`25164475 A2
`6 / 2005
`2005662 A2
`1 / 2006
`26254358 A2
`9 / 2006
`WO0133497 A1
`5 / 2001
`W002052835 A2
`7 / 2002
`4 / 2003
`WO03028377 Al
`WO2006045441 Al
`5 / 2006
`WO2007095477 A2
`8 / 2007
`8 / 2007
`WO2007095483 A2
`8 / 2007
`WO2007095553 A2
`WO2007 / 142621 A1
`12 / 2007
`12 / 2007
`WO2007142621 A1
`WO2008015586 A2
`2 / 2008
`2 / 2008
`WO2008017343 Al
`WO2008018887 AL
`2 / 2008
`WO2008023280 A2
`2 / 2008
`WO2008104549 A2
`9 / 2008
`WO2008 / 157792 Al
`12 / 2008
`OTHER PUBLICATIONS
`U . S . Appl . No . 12 / 140 , 532 , filed Jun . 17 , 2008 , Office Action , Sep .
`9 , 2013
`U . S . Appl . No . 12 / 140 , 827 , filed Jun . 17 , 2008 , Final Office Action ,
`Mar . 28 , 2012
`U . S . Appl . No . 12 / 140 , 125 , filed Jun . 16 , 2008 , Final Office Action ,
`Dec . 21 , 2011 .
`U . S . Appl . No . 12 / 140 , 827 , filed Jun . 17 , 2008 , Office Action , Aug .
`4 , 2011 .
`U . S . Appl . No . 12 / 140 , 950 , filed Jun . 17 , 2008 , Office Action , Dec .
`29 , 2011 .
`U . S . Appl . No . 12 / 141 , 134 , filed Jun . 19 , 2008 , Office Action , Feb .
`24 , 2012 .
`U . S . Appl . No . 12 / 140 , 125 , filed Jun . 16 , 2008 , Office Action , Apr .
`5 , 2011 .
`U . S . Appl . No . 12 / 140 , 048 , filed Jun . 16 , 2008 , Office Action , Jun .
`24 , 2011 .
`U . S . Appl . No . 12 / 141 , 042 , filed Jun . 17 , 2008 , Office Action , May
`15 , 2009 .
`U . S . Appl . No . 12 / 947 , 731 , filed Nov . 11 , 2010 , Notice of Allow
`ance , Apr . 19 , 2011 .
`U . S . Appl . No . 13 / 113 , 648 , filed May 23 , 2011 , Notice of Allow
`ance , Jan . 9 , 2012 .
`U . S . Appl . No . 12 / 141 , 042 , filed Jun . 17 , 2008 , Notice of Allow
`ance , Sep . 23 , 2009 .
`U . S . Appl . No . 12 / 140 , 048 , filed Jun . 16 , 2008 , Final Office Action ,
`Dec . 6 , 2011 .
`U . S . Appl . No . 11 / 765 , 899 , filed Jun . 20 , 2007 , Final Office Action ,
`Oct . 13 , 2010 .
`U . S . Appl . No . 12 / 142 , 773 , filed Jun . 20 , 2008 , Office Action , Jun .
`27 , 2011 .
`U . S . Appl . No . 12 / 479 , 593 , filed Jun . 5 , 2009 , Office Action , Jun . 3 ,
`2010 .
`U . S . Appl . No . 12 / 947 , 731 , filed Nov . 16 , 2010 , Notice of Allow
`ance , Apr . 19 , 2011 .
`U . S . Appl . No . 12 / 479 , 593 , filed Jun . 5 , 2009 , Notice of Allowance ,
`Jan . 3 , 2011 .
`U . S . Appl . No . 11 / 554 , 539 , filed Oct . 30 , 2006 , Notice of Allow
`ance , Oct . 15 , 2010 .
`U . S . Appl . No . 12 / 262 , 061 , filed Oct . 30 , 2006 , Notice of Allow
`ance , Oct . 22 , 2010 .
`PCT International Preliminary Report on Patentability Chapter I
`( IB / 373 ) , for PCT Application No . PCT / US2008 / 067746 , report
`dated Dec . 22 , 2009 , 6 pages .
`PCT Written Opinion of the International Search Authority , for PCT
`Application No . PCT / US2008 / 067746 , report dated Sep . 10 , 2008 ,
`5 pages .
`Swain et al ( 1995 ) “ Defocus - based image segmentation . ” Proc 1995
`Int ' l Conf . on Acoustics , Speech , and Signal Processing , vol . 4 pp .
`2403 - 2406 .
`Modesto Castrillon - Santana , Javier Lorenzo - Navarro , Oscar Deniz
`Suárez , Jose Isern - González and Antonio Falcón - Martel , Multiple
`face detection at different resolutions for perceptual user interfaces ,
`Lecture Notes in Computer Science , [ Online ] vol . 3522 , May 13 ,
`
`Qualcomm, Exh. 2015, p. 5
`Apple v. Qualcomm, 2018-01277
`
`

`

`US 9 , 767 , 539 B2
`Page 6
`
`( 56 )
`
`References Cited
`OTHER PUBLICATIONS
`2005 ( May 13 , 2005 ) , pp . 445 - 452 , XP002562025 Retrieved from
`the
`Internet :
`URL : http : / / www . springerlink . com / content /
`m5umr32791673xhf / > [ retrieved on Jan . 6 , 2010 ] .
`Chang Huang , Haizhou Ai , Yuan Li , Shihong Lao , Learning Sparse
`Features in Granular Space for Multi - View Face Detection , Auto
`matic Face and Gesture Recognition , 2006 . FGR 2006 . 7th Inter
`national Conference on Southampton , UK Apr . 10 - 12 , 2006 ,
`Piscataway , NJ , USA , IEEE , Apr . 10 , 2006 ( Apr . 10 , 2006 ) , pp .
`401 - 407 , XP010911641 ISBN : 978 - 0 - 7695 - 2503 - 7 .
`Extended European Search Report , dated Jan . 15 , 2010 , including ,
`pursuant to Rule 62 EPC , the supplementary European Search
`Report ( Art . 153 ( 7 ) EPC ) and the European search opinion , for
`European application No . 06802192 . 2 , dated Jan . 7 , 2010 , 8 pages .
`Kawato , Shinjiro ; Tetsutani , Nobuji ; Hosaka , Kenichi , Scale - adap
`tive face detection and tracking in real - time with SSR filters and
`Support Vector Machine IEICE Trans . on Information and Systems ,
`[ Online ] vol . E88 - D , No . 12 , pp . 2857 - 2863 , XP008116751
`Retrieved from the Internet : URL : http : / / search . ieice . org / bin / sum
`mary . php ? id = e88d122857 & category = D & lang = E & year = 2005
`& abst = & auth = 1 > [ retrieved on Jan . 6 , 2010 ] .
`PCT Notification of the Transmittal of the International Preliminary
`Report on Patentability , including the International Preliminary
`Report on Patentability ( IPRP ) , Chapter II , for PCT Application
`PCT / EP2007 / 009763 , dated Sep . 11 , 2009 , 8 pages .
`Pham M - T , et al . , Detection Caching for Faster Object Detection ,
`Proc . IEEE Workshop on Modeling People and Human Interaction
`( PHI ) . Beijing . China . 2005 . [ Online ] Oct . 15 , 2005 ( Oct . 15 , 2005 ) .
`pp . 1 - 8 . XP002562026 . Retrieved from the Internet : URL : http : / /
`web . mysites . ntu . edu . sg / astjcham / public / Shared20Documents / pa
`pers / phamcham - phi05 - hdr . pdf > .
`Aoki , Hiroyuki et al . , “ An Image Storage System Using Complex
`Valued Associative Memories , Abstract printed from http : / / csdl .
`computer . org / comp proceedings / icpr / 2000 / 0750 / 02 / 07502626abs .
`htm ” , International Conference on Pattern Recognition ( ICPR ’ 00 ) ,
`2000 , vol . 2 .
`Batur et al . , “ Adaptive Active Appearance Models ” . IEEE Trans
`actions on Image Processing , 2005 , pp . 1707 - 1721 , vol . 14 — Issue
`11 .
`Beraldin , J . A . et al . , “ Object Model Creation from Multiple Range
`Images : Acquisition , Calibration , Model Building and Verification .
`Abstract printed from http : / / csdl . computer . org / comp / proceedings /
`nrc / 1997 / 7943 / 00 / 79430326abs . htm ” , International Conference on
`Recent Advances in 3 - D Digital Imaging and Modeling , 1997 .
`Beymer , David , “ Pose - Invariant face Recognition Using Real and
`Virtual Views , A . I . Technical Report No . 1574 " , Massachusetts
`Institute of Technology Artificial Intelligence Laboratory , 1996 , pp .
`1 - 176 .
`Bradski Gary et al . , “ Learning - Based Computer Vision with Intel ' s
`Open Source Computer Vision Library ” , Intel Technology , 2005 ,
`pp . 119 - 130 , vol . 9 — Issue 2 .
`Buenaposada , J . , “ Efficiently estimating 1 - 3 , 16 facial expression
`and illumination in appearance - based tracking , Retrieved from the
`Internet : http : / / www . bmva . ac . uk /

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