IP Library Granted Patent US 12,307,621
Granted Patent B2
US 12,307,621 · App. 18/513,258 · Granted May 20, 2025

Adjusting a digital representation of a head region

Inventors: Eric Sommerlade (Oxford, GB); Alexandros Neophytou (Oxford, GB)
Assignee: RealD Spark, LLC
G06T19/20G06N3/045G06N3/08G06T7/337G06T2207/20081G06T2219/2004G06T2219/2012G06T2219/2021
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Quick Facts
Patent No.
US 12,307,621
App. No.
18/513,258
Granted
May 20, 2025
Kind
B2
Abstract

Methods and devices for generating reference data for adjusting a digital representation of a head region, and methods and devices for adjusting the digital representation of a head region are disclosed. In some arrangements, training data are received. A first machine learning algorithm generates first reference data using the training data. A second machine learning algorithm generates second reference data using the same training data and the first reference data generated by the first machine learning algorithm.

Claims (42)

1. A method of adjusting a digital representation of a head region, the method comprising:

identifying a target patch in the digital representation of the head region, the target patch comprising a target feature of the digital representation of the head region;

deriving a feature vector from local descriptors of the target patch;

determining, by a first inferential model, a displacement field configured to modify a relative position of a visual element of the target feature within the target patch, responsive to inputting the feature vector into the first inferential model;

determining, by a second inferential model, editing instructions configured to modify the displaced visual elements within the target patch, responsive to inputting the feature vector and the displacement field into the second inferential model; and

adjusting the target patch in the digital representation of the head region based on the editing instructions.

2. The method of claim 1 , wherein the first inferential model or the second inferential model includes a machine learning algorithm.

3. The method of claim 1 , wherein the first inferential model or the second inferential model includes a lookup table.

4. The method of claim 1 , wherein the first inferential model is computationally more complex than the second inferential model.

5. The method of claim 1 , wherein the editing instructions are configured to modify a pixel intensity of at least a portion of the displaced visual elements.

6. The method of claim 1 , wherein the editing instructions are configured to modify a color of at least a portion of the displaced visual elements.

7. The method of claim 1 , wherein the target feature includes at least a portion of an eye, and the operation of adjusting adjusts a gaze direction of the at least the portion of the eye within the target patch.

8. The method of claim 7 , wherein the adjusted gaze direction is substantially normal to the digital representation of the head region.

9. The method of claim 7 , wherein the operation of adjusting comprises:

retrieving data representing a position of an observer relative to a display device viewable by the observer, wherein the gaze direction is adjusted based on the retrieved data representing the position.

10. The method of claim 1 , wherein the target feature is at least a portion of a bodily feature selected from a group of a nose, a chin, a neck, or a hair region, and the operation of adjusting adjusts the bodily feature within the target patch.

11. The method of claim 1 , further comprising:

retraining the second inferential model at least at an input data frame rate of a real-time video sequence including the digital representation of the head region.

12. The method of claim 1 , wherein the editing instructions are provided in a compressed representation.

13. The method of claim 1 , wherein the digital representation of the head region comprises depth information of the head region.

14. The method of claim 1 , further comprising:

capturing, by a sensor, the digital representation of the head region, wherein the operation of identifying is responsive to the operation of capturing.

15. The method of claim 1 , further comprising:

displaying, by a digital display, the digital representation of the head region modified by the adjusted target patch.

16. The method of claim 1 , further comprising:

receiving, from a first computing system over a network, the digital representation of a head region, wherein the operation of identifying is responsive to the operation of receiving; and

transmitting, to a second computing system over the network, the digital representation of the head region including the adjusted target patch, wherein the operations of receiving and transmitting are elements of a real-time video exchange between the first computing system and the second computing system.

17. A computing system configured to adjust a digital representation of a head region, the computing system comprising:

one or more hardware processors;

a target patch identifier executable by the one or more hardware processors and configured to identify a target patch in the digital representation of the head region, the target patch comprising a target feature of the digital representation of the head region;

a feature vector deriver executable by the one or more hardware processors and configured to derive a feature vector from local descriptors of the target patch;

a displacement field determiner executable by the one or more hardware processors and configured to determine, by a first inferential model, a displacement field configured to modify a relative position of a visual element of the target feature within the target patch, responsive to inputting the feature vector into the first inferential model;

an editing instructions determiner executable by the one or more hardware processors and configured to determine, by a second inferential model, editing instructions configured to modify the displaced visual elements within the target patch, responsive to inputting the feature vector and the displacement field into the second inferential model; and

target patch adjuster executable by the one or more hardware processors and configured to adjust the target patch in the digital representation of the head region based on the editing instructions.

18. The computing system of claim 17 , wherein the editing instructions are configured to modify a pixel intensity of at least a portion of the displaced visual elements.

19. One or more processor-readable non-transitory storage media embodied with instructions for executing on a computing device a process of adjusting a digital representation of a head region, the process comprising:

identifying a target patch in the digital representation of the head region, the target patch comprising a target feature of the digital representation of the head region;

deriving a feature vector from local descriptors of the target patch;

determining, by a first inferential model, a displacement field configured to modify a relative position of a visual element of the target feature within the target patch, responsive to inputting the feature vector into the first inferential model;

determining, by a second inferential model, editing instructions configured to modify the displaced visual elements within the target patch, responsive to inputting the feature vector and the displacement field into the second inferential model; and

adjusting the target patch in the digital representation of the head region based on the editing instructions.

20. The one or more processor-readable non-transitory storage media of claim 19 , wherein the editing instructions are configured to modify a pixel intensity of at least a portion of the displaced visual elements.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded May 7, 2024
From: NEOPHYTOU, ALEXANDROS; SOMMERLADE, ERIC
To: REALD SPARK, LLC
Reel/Frame 067435/0410 →
Continuity (6)
Continuation 17572964 · Jan 11, 2022
Continuation 16937254 · Jul 23, 2020
Continuation 16057566 · Aug 7, 2018
Provisional Application 62543587 · Aug 10, 2017
Provisional Application 62542661 · Aug 8, 2017
Related Publication 20240242458A1 · Jul 18, 2024
References Cited (400)
US 1128979A · Hess · 1915 [cited by applicant]
US 1970311A · Ives · 1934 [cited by applicant]
US 2133121A · Stearns · 1938 [cited by applicant]
US 2247969A · Stewart · 1941 [cited by applicant]
US 2480178A · Zinberg · 1949 [cited by applicant]
US 2810905A · Barlow · 1957 [cited by applicant]
US 3409351A · Winnek · 1968 [cited by applicant]
US 3715154A · Bestenreiner · 1973 [cited by applicant]
US 4057323A · Ward · 1977 [cited by applicant]
US 4528617A · Blackington · 1985 [cited by applicant]
US 4542958A · Young · 1985 [cited by applicant]
US 4804253A · Stewart · 1989 [cited by applicant]
US 4807978A · Grinberg et al. · 1989 [cited by applicant]
US 4829365A · Eichenlaub · 1989 [cited by applicant]
US 4914553A · Hamada et al. · 1990 [cited by applicant]
US 5050946A · Hathaway et al. · 1991 [cited by applicant]
US 5278608A · Taylor et al. · 1994 [cited by applicant]
US 5347644A · Sedlmayr · 1994 [cited by applicant]
US 5349419A · Taguchi et al. · 1994 [cited by applicant]
US 5459592A · Shibatani et al. · 1995 [cited by applicant]
US 5466926A · Sasano et al. · 1995 [cited by applicant]
US 5499303A · Hundt et al. · 1996 [cited by applicant]
US 5510831A · Mayhew · 1996 [cited by applicant]
US 5528720A · Winston et al. · 1996 [cited by applicant]
US 5581402A · Taylor · 1996 [cited by applicant]
US 5588526A · Fantone et al. · 1996 [cited by applicant]
US 5697006A · Taguchi et al. · 1997 [cited by applicant]
US 5703667A · Ochiai · 1997 [cited by applicant]
US 5727107A · Umemoto et al. · 1998 [cited by applicant]
US 5771066A · Barnea · 1998 [cited by applicant]
US 5796451A · Kim · 1998 [cited by applicant]
US 5808792A · Woodgate et al. · 1998 [cited by applicant]
US 5875055A · Morishima et al. · 1999 [cited by applicant]
US 5896225A · Chikazawa · 1999 [cited by applicant]
US 5903388A · Sedlmayr · 1999 [cited by applicant]
US 5933276A · Magee · 1999 [cited by applicant]
US 5956001A · Sumida et al. · 1999 [cited by applicant]
US 5959664A · Woodgate · 1999 [cited by applicant]
US 5969850A · Harrold et al. · 1999 [cited by applicant]
US 5971559A · Ishikawa et al. · 1999 [cited by applicant]
US 6008484A · Woodgate et al. · 1999 [cited by applicant]
US 6014164A · Woodgate et al. · 2000 [cited by applicant]
US 6023315A · Harrold et al. · 2000 [cited by applicant]
US 6055013A · Woodgate et al. · 2000 [cited by applicant]
US 6061179A · Inoguchi et al. · 2000 [cited by applicant]
US 6061489A · Ezra et al. · 2000 [cited by applicant]
US 6064424A · Berkel et al. · 2000 [cited by applicant]
US 6075557A · Holliman et al. · 2000 [cited by applicant]
US 6094216A · Taniguchi et al. · 2000 [cited by applicant]
US 6108059A · Yang · 2000 [cited by applicant]
US 6118584A · Berkel et al. · 2000 [cited by applicant]
US 6128054A · Schwarzenberger · 2000 [cited by applicant]
US 6172723B1 · Inoue et al. · 2001 [cited by applicant]
US 6199995B1 · Umemoto et al. · 2001 [cited by applicant]
US 6224214B1 · Martin et al. · 2001 [cited by applicant]
US 6232592B1 · Sugiyama · 2001 [cited by applicant]
US 6256447B1 · Laine · 2001 [cited by applicant]
US 6262786B1 · Perlo et al. · 2001 [cited by applicant]
US 6283858B1 · Hayes, Jr. et al. · 2001 [cited by applicant]
US 6295109B1 · Kubo et al. · 2001 [cited by applicant]
US 6302541B1 · Grossmann · 2001 [cited by applicant]
US 6305813B1 · Lekson et al. · 2001 [cited by applicant]
US 6373637B1 · Gulick et al. · 2002 [cited by applicant]
US 6377295B1 · Woodgate et al. · 2002 [cited by applicant]
US 6422713B1 · Fohl et al. · 2002 [cited by applicant]
US 6456340B1 · Margulis · 2002 [cited by applicant]
US 6464365B1 · Gunn et al. · 2002 [cited by applicant]
US 6476850B1 · Erbey · 2002 [cited by applicant]
US 6556196B1 · Blanz et al. · 2003 [cited by applicant]
US 6654156B1 · Crossland et al. · 2003 [cited by applicant]
US 6663254B2 · Ohsumi · 2003 [cited by applicant]
US 6677980B1 · Jeon · 2004 [cited by applicant]
US 6724452B1 · Takeda et al. · 2004 [cited by applicant]
US 6731355B2 · Miyashita · 2004 [cited by applicant]
US 6736512B2 · Balogh · 2004 [cited by applicant]
US 6798406B1 · Jones et al. · 2004 [cited by applicant]
US 6801243B1 · Berkel · 2004 [cited by applicant]
US 6806898B1 · Toyama et al. · 2004 [cited by applicant]
US 6816158B1 · Lemelson et al. · 2004 [cited by applicant]
US 6825985B2 · Brown et al. · 2004 [cited by applicant]
US 6847488B2 · Travis · 2005 [cited by applicant]
US 6859240B1 · Brown et al. · 2005 [cited by applicant]
US 6867828B2 · Taira et al. · 2005 [cited by applicant]
US 6919892B1 · Cheiky et al. · 2005 [cited by applicant]
US 6975755B1 · Baumberg · 2005 [cited by applicant]
US 7001058B2 · Inditsky · 2006 [cited by applicant]
US 7058252B2 · Woodgate et al. · 2006 [cited by applicant]
US 7091931B2 · Yoon · 2006 [cited by applicant]
US 7101048B2 · Travis · 2006 [cited by applicant]
US 7136031B2 · Lee et al. · 2006 [cited by applicant]
US 7215391B2 · Kuan et al. · 2007 [cited by applicant]
US 7215475B2 · Woodgate et al. · 2007 [cited by applicant]
US 7227567B1 · Beck et al. · 2007 [cited by applicant]
US 7239293B2 · Perlin et al. · 2007 [cited by applicant]
US 7365908B2 · Dolgoff · 2008 [cited by applicant]
US 7375886B2 · Lipton et al. · 2008 [cited by applicant]
US 7410286B2 · Travis · 2008 [cited by applicant]
US 7430358B2 · Qi et al. · 2008 [cited by applicant]
US 7492346B2 · Manabe et al. · 2009 [cited by applicant]
US 7524053B2 · Lipton · 2009 [cited by applicant]
US 7528893B2 · Schultz et al. · 2009 [cited by applicant]
US 7545429B2 · Travis · 2009 [cited by applicant]
US 7614777B2 · Koganezawa et al. · 2009 [cited by applicant]
US 7697735B2 · Adam et al. · 2010 [cited by applicant]
US 7750981B2 · Shestak et al. · 2010 [cited by applicant]
US 7750982B2 · Nelson et al. · 2010 [cited by applicant]
US 7771102B2 · Iwasaki · 2010 [cited by applicant]
US 7798698B2 · Segawa · 2010 [cited by applicant]
US 7798699B2 · Laitinen et al. · 2010 [cited by applicant]
US 7826668B1 · Zaklika et al. · 2010 [cited by applicant]
US 7864253B2 · Tajiri · 2011 [cited by applicant]
US 8016475B2 · Travis · 2011 [cited by applicant]
US 8144135B2 · Griffin et al. · 2012 [cited by applicant]
US 8144153B1 · Sullivan et al. · 2012 [cited by applicant]
US 8199152B2 · Sullivan et al. · 2012 [cited by applicant]
US 8223296B2 · Lee et al. · 2012 [cited by applicant]
US 8331615B2 · Furukawa et al. · 2012 [cited by applicant]
US 8390680B2 · Perez et al. · 2013 [cited by applicant]
US 8556491B2 · Lee · 2013 [cited by applicant]
US 8670019B2 · Byers · 2014 [cited by applicant]
US 8684588B2 · Ajichi et al. · 2014 [cited by applicant]
US 8760762B1 · Kelly et al. · 2014 [cited by applicant]
US 8824779B1 · Smyth · 2014 [cited by applicant]
US 8908008B2 · Tan et al. · 2014 [cited by applicant]
US 8926112B2 · Uchiike et al. · 2015 [cited by applicant]
US 8942283B2 · Pace · 2015 [cited by applicant]
US 8942434B1 · Karakotsios et al. · 2015 [cited by applicant]
US 9058765B1 · Mallick et al. · 2015 [cited by applicant]
US 9104908B1 · Rogers et al. · 2015 [cited by applicant]
US 9197884B2 · Lee et al. · 2015 [cited by applicant]
US 9224060B1 · Ramaswamy · 2015 [cited by applicant]
US 9224248B2 · Ye et al. · 2015 [cited by applicant]
US 9288388B2 · Son et al. · 2016 [cited by applicant]
US 9300916B1 · Breedvelt-Schouten et al. · 2016 [cited by applicant]
US 9325939B2 · Schultz et al. · 2016 [cited by applicant]
US 9338449B2 · Rojals et al. · 2016 [cited by applicant]
US 9378574B2 · Kim et al. · 2016 [cited by applicant]
US 9456196B2 · Kim et al. · 2016 [cited by applicant]
US 9470911B2 · Fonte et al. · 2016 [cited by applicant]
US 9489739B2 · Kruglick · 2016 [cited by applicant]
US 9538130B1 · Ford et al. · 2017 [cited by applicant]
US 9552668B2 · Yang et al. · 2017 [cited by applicant]
US 9619722B2 · Takeda et al. · 2017 [cited by applicant]
US 9626564B2 · Rao et al. · 2017 [cited by applicant]
US 9684953B2 · Kuster et al. · 2017 [cited by applicant]
US 9710955B2 · Kobayashi et al. · 2017 [cited by applicant]
US 9740282B1 · McInerny · 2017 [cited by applicant]
US 9749581B2 · Nilsson et al. · 2017 [cited by applicant]
US 9824428B2 · Zhang et al. · 2017 [cited by applicant]
US 9872007B2 · Woodgate et al. · 2018 [cited by applicant]
US 9986812B2 · Yamanashi et al. · 2018 [cited by applicant]
US 10043088B2 · Odry et al. · 2018 [cited by applicant]
US 10067562B2 · Teshome et al. · 2018 [cited by applicant]
US 10089740B2 · Srikanth et al. · 2018 [cited by applicant]
US 10169905B2 · Bhat et al. · 2019 [cited by applicant]
US 10321747B2 · Tamura et al. · 2019 [cited by applicant]
US 10423830B2 · Chalom et al. · 2019 [cited by applicant]
US 10664949B2 · Chalom et al. · 2020 [cited by applicant]
US 10740985B2 · Sommerlade et al. · 2020 [cited by applicant]
US 10777018B2 · Varady et al. · 2020 [cited by applicant]
US 10796480B2 · Chen et al. · 2020 [cited by applicant]
US 11026634B2 · Brouwer et al. · 2021 [cited by applicant]
US 20010001566A1 · Moseley et al. · 2001 [cited by applicant]
US 20010050686A1 · Allen · 2001 [cited by applicant]
US 20020013691A1 · Warnes · 2002 [cited by applicant]
US 20020018299A1 · Daniell · 2002 [cited by applicant]
US 20020113866A1 · Taniguchi et al. · 2002 [cited by applicant]
US 20030117790A1 · Lee et al. · 2003 [cited by applicant]
US 20030133191A1 · Morita et al. · 2003 [cited by applicant]
US 20030137821A1 · Gotoh et al. · 2003 [cited by applicant]
US 20030197779A1 · Zhang et al. · 2003 [cited by applicant]
US 20030218672A1 · Zhang et al. · 2003 [cited by applicant]
US 20040021809A1 · Sumiyoshi et al. · 2004 [cited by applicant]
US 20040042233A1 · Suzuki et al. · 2004 [cited by applicant]
US 20040046709A1 · Yoshino · 2004 [cited by applicant]
US 20040066480A1 · Yoshida et al. · 2004 [cited by applicant]
US 20040108971A1 · Waldern et al. · 2004 [cited by applicant]
US 20040109303A1 · Olczak · 2004 [cited by applicant]
US 20040135741A1 · Tomisawa et al. · 2004 [cited by applicant]
US 20040170011A1 · Kim et al. · 2004 [cited by applicant]
US 20040263968A1 · Kobayashi et al. · 2004 [cited by applicant]
US 20040263969A1 · Lipton et al. · 2004 [cited by applicant]
US 20050007753A1 · Hees et al. · 2005 [cited by applicant]
US 20050053274A1 · Mayer et al. · 2005 [cited by applicant]
US 20050094295A1 · Yamashita et al. · 2005 [cited by applicant]
US 20050104878A1 · Kaye et al. · 2005 [cited by applicant]
US 20050110980A1 · Maehara et al. · 2005 [cited by applicant]
US 20050135116A1 · Epstein et al. · 2005 [cited by applicant]
US 20050180167A1 · Hoelen et al. · 2005 [cited by applicant]
US 20050190180A1 · Jin et al. · 2005 [cited by applicant]
US 20050190345A1 · Dubin et al. · 2005 [cited by applicant]
US 20050237488A1 · Yamasaki et al. · 2005 [cited by applicant]
US 20050254127A1 · Evans et al. · 2005 [cited by applicant]
US 20050264717A1 · Chien et al. · 2005 [cited by applicant]
US 20050276071A1 · Sasagawa et al. · 2005 [cited by applicant]
US 20050280637A1 · Ikeda et al. · 2005 [cited by applicant]
US 20060002678A1 · Weber et al. · 2006 [cited by applicant]
US 20060012845A1 · Edwards · 2006 [cited by applicant]
US 20060056166A1 · Yeo et al. · 2006 [cited by applicant]
US 20060067573A1 · Parr et al. · 2006 [cited by applicant]
US 20060114664A1 · Sakata et al. · 2006 [cited by applicant]
US 20060132423A1 · Travis · 2006 [cited by applicant]
US 20060139447A1 · Unkrich · 2006 [cited by applicant]
US 20060158729A1 · Vissenberg et al. · 2006 [cited by applicant]
US 20060176912A1 · Anikitchev · 2006 [cited by applicant]
US 20060203200A1 · Koide · 2006 [cited by applicant]
US 20060215129A1 · Alasaarela et al. · 2006 [cited by applicant]
US 20060215244A1 · Yosha et al. · 2006 [cited by applicant]
US 20060221642A1 · Daiku · 2006 [cited by applicant]
US 20060227427A1 · Dolgoff · 2006 [cited by applicant]
US 20060244918A1 · Cossairt et al. · 2006 [cited by applicant]
US 20060250580A1 · Silverstein et al. · 2006 [cited by applicant]
US 20060262376A1 · Mather et al. · 2006 [cited by applicant]
US 20060267040A1 · Baek et al. · 2006 [cited by applicant]
US 20060269213A1 · Hwang et al. · 2006 [cited by applicant]
US 20060284974A1 · Lipton et al. · 2006 [cited by applicant]
US 20060291053A1 · Robinson et al. · 2006 [cited by applicant]
US 20060291243A1 · Niioka et al. · 2006 [cited by applicant]
US 20070008406A1 · Shestak et al. · 2007 [cited by applicant]
US 20070013624A1 · Bourhill · 2007 [cited by applicant]
US 20070019882A1 · Tanaka et al. · 2007 [cited by applicant]
US 20070025680A1 · Winston et al. · 2007 [cited by applicant]
US 20070035706A1 · Margulis · 2007 [cited by applicant]
US 20070035829A1 · Woodgate et al. · 2007 [cited by applicant]
US 20070035964A1 · Olczak · 2007 [cited by applicant]
US 20070081110A1 · Lee · 2007 [cited by applicant]
US 20070085105A1 · Beeson et al. · 2007 [cited by applicant]
US 20070109400A1 · Woodgate et al. · 2007 [cited by applicant]
US 20070109401A1 · Lipton et al. · 2007 [cited by applicant]
US 20070115551A1 · Spilman et al. · 2007 [cited by applicant]
US 20070115552A1 · Robinson et al. · 2007 [cited by applicant]
US 20070153160A1 · Lee et al. · 2007 [cited by applicant]
US 20070188667A1 · Schwerdtner · 2007 [cited by applicant]
US 20070189701A1 · Chakmakjian et al. · 2007 [cited by applicant]
US 20070223252A1 · Lee et al. · 2007 [cited by applicant]
US 20070244606A1 · Zhang et al. · 2007 [cited by applicant]
US 20070279554A1 · Kowarz et al. · 2007 [cited by applicant]
US 20070279727A1 · Gandhi et al. · 2007 [cited by applicant]
US 20080043833A1 · Perera et al. · 2008 [cited by applicant]
US 20080055221A1 · Yabuta et al. · 2008 [cited by applicant]
US 20080079662A1 · Saishu et al. · 2008 [cited by applicant]
US 20080084519A1 · Brigham et al. · 2008 [cited by applicant]
US 20080128728A1 · Nemchuk et al. · 2008 [cited by applicant]
US 20080225205A1 · Travis · 2008 [cited by applicant]
US 20080259012A1 · Fergason · 2008 [cited by applicant]
US 20080259643A1 · Ijzerman et al. · 2008 [cited by applicant]
US 20080291359A1 · Miyashita · 2008 [cited by applicant]
US 20080297431A1 · Yuuki et al. · 2008 [cited by applicant]
US 20080297459A1 · Sugimoto et al. · 2008 [cited by applicant]
US 20080304282A1 · Mi et al. · 2008 [cited by applicant]
US 20080316303A1 · Chiu et al. · 2008 [cited by applicant]
US 20080316768A1 · Travis · 2008 [cited by applicant]
US 20090016057A1 · Rinko · 2009 [cited by applicant]
US 20090040426A1 · Mather et al. · 2009 [cited by applicant]
US 20090052796A1 · Furukawa et al. · 2009 [cited by applicant]
US 20090067156A1 · Bonnett et al. · 2009 [cited by applicant]
US 20090109705A1 · Pakhchyan et al. · 2009 [cited by applicant]
US 20090128735A1 · Larson et al. · 2009 [cited by applicant]
US 20090135623A1 · Kunimochi · 2009 [cited by applicant]
US 20090140656A1 · Kohashikawa et al. · 2009 [cited by applicant]
US 20090160757A1 · Robinson · 2009 [cited by applicant]
US 20090167651A1 · Minaño et al. · 2009 [cited by applicant]
US 20090168459A1 · Holman et al. · 2009 [cited by applicant]
US 20090174840A1 · Lee et al. · 2009 [cited by applicant]
US 20090190072A1 · Nagata et al. · 2009 [cited by applicant]
US 20090190079A1 · Saitoh · 2009 [cited by applicant]
US 20090207629A1 · Fujiyama et al. · 2009 [cited by applicant]
US 20090225380A1 · Schwerdtner et al. · 2009 [cited by applicant]
US 20090244072A1 · Pugach et al. · 2009 [cited by applicant]
US 20090278936A1 · Pastoor et al. · 2009 [cited by applicant]
US 20090290203A1 · Schwerdtner · 2009 [cited by applicant]
US 20090315915A1 · Dunn et al. · 2009 [cited by applicant]
US 20100002169A1 · Kuramitsu et al. · 2010 [cited by applicant]
US 20100033558A1 · Horie et al. · 2010 [cited by applicant]
US 20100034987A1 · Fujii et al. · 2010 [cited by applicant]
US 20100040280A1 · McKnight · 2010 [cited by applicant]
US 20100053771A1 · Travis et al. · 2010 [cited by applicant]
US 20100053938A1 · Kim et al. · 2010 [cited by applicant]
US 20100091093A1 · Robinson · 2010 [cited by applicant]
US 20100091254A1 · Travis et al. · 2010 [cited by applicant]
US 20100103649A1 · Hamada · 2010 [cited by applicant]
US 20100165598A1 · Chen et al. · 2010 [cited by applicant]
US 20100177387A1 · Travis et al. · 2010 [cited by applicant]
US 20100182542A1 · Nakamoto et al. · 2010 [cited by applicant]
US 20100188438A1 · Kang · 2010 [cited by applicant]
US 20100188602A1 · Feng · 2010 [cited by applicant]
US 20100214135A1 · Bathiche et al. · 2010 [cited by applicant]
US 20100220260A1 · Sugita et al. · 2010 [cited by applicant]
US 20100231498A1 · Large et al. · 2010 [cited by applicant]
US 20100271838A1 · Yamaguchi · 2010 [cited by applicant]
US 20100277575A1 · Ismael et al. · 2010 [cited by applicant]
US 20100278480A1 · Vasylyev · 2010 [cited by applicant]
US 20100289870A1 · Leister · 2010 [cited by applicant]
US 20100295920A1 · McGowan · 2010 [cited by applicant]
US 20100295930A1 · Ezhov · 2010 [cited by applicant]
US 20100300608A1 · Emerton et al. · 2010 [cited by applicant]
US 20100309296A1 · Harrold et al. · 2010 [cited by applicant]
US 20100321953A1 · Coleman et al. · 2010 [cited by applicant]
US 20100328438A1 · Ohyama et al. · 2010 [cited by applicant]
US 20110013417A1 · Saccomanno et al. · 2011 [cited by applicant]
US 20110019112A1 · Dolgoff · 2011 [cited by applicant]
US 20110032483A1 · Hruska et al. · 2011 [cited by applicant]
US 20110032724A1 · Kinoshita · 2011 [cited by applicant]
US 20110043142A1 · Travis et al. · 2011 [cited by applicant]
US 20110044056A1 · Travis et al. · 2011 [cited by applicant]
US 20110044579A1 · Travis et al. · 2011 [cited by applicant]
US 20110051237A1 · Hasegawa et al. · 2011 [cited by applicant]
US 20110063465A1 · Nanu et al. · 2011 [cited by applicant]
US 20110115997A1 · Kim · 2011 [cited by applicant]
US 20110154266A1 · Friend et al. · 2011 [cited by applicant]
US 20110187635A1 · Lee et al. · 2011 [cited by applicant]
US 20110188120A1 · Tabirian et al. · 2011 [cited by applicant]
US 20110199459A1 · Barenbrug et al. · 2011 [cited by applicant]
US 20110199460A1 · Gallagher · 2011 [cited by applicant]
US 20110211142A1 · Kashiwagi et al. · 2011 [cited by applicant]
US 20110216266A1 · Travis · 2011 [cited by applicant]
US 20110221998A1 · Adachi et al. · 2011 [cited by applicant]
US 20110228183A1 · Hamagishi · 2011 [cited by applicant]
US 20110235359A1 · Liu et al. · 2011 [cited by applicant]
US 20110242150A1 · Song et al. · 2011 [cited by applicant]
US 20110242277A1 · Do et al. · 2011 [cited by applicant]
US 20110242298A1 · Bathiche et al. · 2011 [cited by applicant]
US 20110255303A1 · Nichol et al. · 2011 [cited by applicant]
US 20110267563A1 · Shimizu · 2011 [cited by applicant]
US 20110285927A1 · Schultz et al. · 2011 [cited by applicant]
US 20110286525A1 · Kamisli et al. · 2011 [cited by applicant]
US 20110292321A1 · Travis et al. · 2011 [cited by applicant]
US 20110305374A1 · Chou · 2011 [cited by applicant]
US 20110310232A1 · Wilson et al. · 2011 [cited by applicant]
US 20120002136A1 · Nagata et al. · 2012 [cited by applicant]
US 20120002295A1 · Dobschal et al. · 2012 [cited by applicant]
US 20120008067A1 · Mun et al. · 2012 [cited by applicant]
US 20120013720A1 · Kadowaki et al. · 2012 [cited by applicant]
US 20120056971A1 · Kumar et al. · 2012 [cited by applicant]
US 20120062991A1 · Krijn et al. · 2012 [cited by applicant]
US 20120063166A1 · Panagotacos et al. · 2012 [cited by applicant]
US 20120081920A1 · Ie et al. · 2012 [cited by applicant]
US 20120086776A1 · Lo · 2012 [cited by applicant]
US 20120092435A1 · Wohlert · 2012 [cited by applicant]
US 20120105486A1 · Lankford et al. · 2012 [cited by applicant]
US 20120106193A1 · Kim et al. · 2012 [cited by applicant]
US 20120114201A1 · Luisi et al. · 2012 [cited by applicant]
US 20120127573A1 · Robinson et al. · 2012 [cited by applicant]
US 20120154450A1 · Aho et al. · 2012 [cited by applicant]
US 20120162966A1 · Kim et al. · 2012 [cited by applicant]
US 20120169838A1 · Sekine · 2012 [cited by applicant]
US 20120206050A1 · Spero · 2012 [cited by applicant]
US 20120219180A1 · Mehra · 2012 [cited by applicant]
US 20120223956A1 · Saito et al. · 2012 [cited by applicant]
US 20120236133A1 · Gallagher · 2012 [cited by applicant]
US 20120243204A1 · Robinson · 2012 [cited by applicant]
US 20120243261A1 · Yamamoto et al. · 2012 [cited by applicant]
US 20120293721A1 · Ueyama · 2012 [cited by applicant]
US 20120314145A1 · Robinson · 2012 [cited by applicant]
US 20120319928A1 · Rhodes · 2012 [cited by applicant]
US 20120327101A1 · Blixt et al. · 2012 [cited by applicant]
US 20120327172A1 · El-Saban et al. · 2012 [cited by applicant]
US 20130070046A1 · Wolf et al. · 2013 [cited by applicant]
US 20130076853A1 · Diao · 2013 [cited by applicant]
US 20130101253A1 · Popovich et al. · 2013 [cited by applicant]
US 20130107340A1 · Wong et al. · 2013 [cited by applicant]
US 20130127861A1 · Gollier · 2013 [cited by applicant]
US 20130135588A1 · Popovich et al. · 2013 [cited by applicant]
US 20130155063A1 · Solem et al. · 2013 [cited by applicant]
US 20130156265A1 · Hennessy · 2013 [cited by applicant]
US 20130163659A1 · Sites · 2013 [cited by applicant]
US 20130169701A1 · Whitehead et al. · 2013 [cited by applicant]
US 20130230136A1 · Sakaguchi et al. · 2013 [cited by applicant]
US 20130235561A1 · Etienne et al. · 2013 [cited by applicant]
US 20130265625A1 · Fäcke et al. · 2013 [cited by applicant]
US 20130294684A1 · Lipton et al. · 2013 [cited by applicant]
US 20130307831A1 · Robinson et al. · 2013 [cited by applicant]
US 20130307946A1 · Robinson et al. · 2013 [cited by applicant]
US 20130308339A1 · Woodgate et al. · 2013 [cited by applicant]
US 20130321599A1 · Harrold et al. · 2013 [cited by applicant]
US 20130328866A1 · Woodgate et al. · 2013 [cited by applicant]
US 20130335821A1 · Robinson et al. · 2013 [cited by applicant]
US 20140002586A1 · Nourbakhsh · 2014 [cited by applicant]
US 20140009508A1 · Woodgate et al. · 2014 [cited by applicant]
US 20140016354A1 · Lee et al. · 2014 [cited by applicant]
US 20140016871A1 · Son et al. · 2014 [cited by applicant]
US 20140022619A1 · Woodgate et al. · 2014 [cited by applicant]
US 20140036361A1 · Woodgate et al. · 2014 [cited by applicant]
US 20140041205A1 · Robinson et al. · 2014 [cited by applicant]
US 20140043323A1 · Sumi · 2014 [cited by applicant]
US 20140098558A1 · Vasylyev · 2014 [cited by applicant]
US 20140126238A1 · Kao et al. · 2014 [cited by applicant]
US 20140153832A1 · Kwatra et al. · 2014 [cited by applicant]
US 20140240344A1 · Tomono et al. · 2014 [cited by applicant]
US 20140240828A1 · Robinson et al. · 2014 [cited by applicant]
US 20140267584A1 · Atzpadin et al. · 2014 [cited by applicant]
US 20140340728A1 · Taheri · 2014 [cited by applicant]
US 20140344718A1 · Rapaport et al. · 2014 [cited by applicant]
US 20140368602A1 · Woodgate et al. · 2014 [cited by applicant]
US 20150077526A1 · Kim et al. · 2015 [cited by applicant]
US 20150116212A1 · Freed et al. · 2015 [cited by applicant]
US 20150177447A1 · Woodgate et al. · 2015 [cited by applicant]
US 20150243035A1 · Narasimha et al. · 2015 [cited by applicant]
US 20150268479A1 · Woodgate et al. · 2015 [cited by applicant]
US 20150269737A1 · Lam et al. · 2015 [cited by applicant]