IP Library Granted Patent US 12,243,167
Granted Patent B2
US 12,243,167 · App. 17/970,810 · Granted Mar 4, 2025

Three-dimensional mapping using disparate visual datasets

Inventors: Sean Gorman (Louisville, CO); Christopher Helm (Salida, CO); Pramukta Kumar (Austin, TX)
Assignee: Snap Inc.
G06T17/20G06T3/4007G06T3/4038
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,243,167
App. No.
17/970,810
Granted
Mar 4, 2025
Kind
B2
Abstract

A three-dimensional (3D) mapping system can be configured to generate a 3D map of a real-world environment using annotation of large image data sets, in which terrestrial imagery can be programmatically labeled with accurate labels using remotely sensed overhead image data. The 3D mapping system can implement photogrammetry to create a point cloud. Each pixel in the point cloud can be classified based on a consensus of each frame. The point cloud can be co-registered to a remotely sensed reference dataset to provide precise spatial coordinates for each pixel. Different patches of point clouds can be stitched together to provide a complete 3D map for a given area, such as a downtown area of a city.

Claims (38)

1. A method comprising:

identifying terrestrial source image data generated using a plurality of client devices;

identifying aerial based image data that is generated from an orthogonal perspective relative to the terrestrial source image data;

generating enhanced terrestrial source image data by correlating points of the terrestrial source image data and the aerial based image data; and

generating a three-dimensional map from the enhanced terrestrial source image data, the 3D map comprising stitched portions of enhanced terrestrial source image data sets from different client devices of the plurality of client devices, the stitched portions of the enhanced terrestrial source image data sets projected on the 3D map with colors or shading corresponding to the different client devices.

2. The method of claim 1 , wherein the terrestrial source image data comprises a plurality of point clouds.

3. The method of claim 2 , wherein the plurality of point clouds are generated by applying an imaging scheme to video sequences generated by the plurality of client devices.

4. The method of claim 3 , wherein the imaging scheme is a photometric imaging scheme that generates point cloud data from image data.

5. The method of claim 1 , wherein the aerial based image data is generated by aerial vehicles.

6. The method of claim 5 , wherein the aerial based image data comprises aerial lidar data that images a ground from a top-down perspective.

7. The method of claim 1 , further comprising: enhancing the terrestrial source image data by performing densification to add image details using interpolation.

8. The method of claim 7 , wherein a machine learning scheme is trained to perform densification to the terrestrial source image data.

9. The method of claim 1 , further comprising:

stitching structure from motion (SfM) point clouds associated with the portions of the enhanced terrestrial source image data sets without correlating the SfM point clouds with each other; and

generating a blended 3D point cloud based on the SfM point clouds.

10. The method of claim 1 , wherein the correlating points comprises applying a point co-registration scheme to correlate of the terrestrial source image data and the aerial based image data.

11. A system comprising:

one or more processors of a machine; and

at least one memory storing instructions that, when executed by the one or more processors, cause the machine to perform operations comprising:

identifying terrestrial source image data generated using a plurality of client devices;

identifying aerial based image data that is generated from an orthogonal perspective relative to the terrestrial source image data;

generating enhanced terrestrial source image data by correlating points of the terrestrial source image data and the aerial based image data; and

generating a three-dimensional map from the enhanced terrestrial source image data, the 3D map comprising stitched portions of enhanced terrestrial source image data sets from different client devices of the plurality of client devices, the stitched portions of the enhanced terrestrial source image data sets projected on the 3D map with colors or shading corresponding to the different client devices.

12. The system of claim 11 , wherein the terrestrial source image data comprises a plurality of point clouds.

13. The system of claim 12 , wherein the plurality of point clouds are generated by applying an imaging scheme to video sequences generated by the plurality of client devices.

14. The system of claim 13 , wherein the imaging scheme is a photometric imaging scheme that generates point cloud data from image data.

15. The system of claim 11 , wherein the aerial based image data is generated by aerial vehicles.

16. The system of claim 15 , wherein the aerial based image data comprises aerial lidar data that images a ground from a top-down perspective.

17. The system of claim 11 , further comprising: enhancing the terrestrial source image data by performing densification to add image details using interpolation.

18. The system of claim 17 , wherein a machine learning scheme is trained to perform densification to the terrestrial source image data.

19. The system of claim 11 , further comprising:

stitching structure from motion (SfM) point clouds associated with the portions of the enhanced terrestrial source image data sets without correlating the SfM point clouds with each other; and

generating a blended 3D point cloud based on the SfM point clouds.

20. A non-transitory machine-storage media embodying instructions that, when executed by a machine, cause the machine to perform operations comprising:

identifying terrestrial source image data generated using a plurality of client devices;

identifying aerial based image data that is generated from an orthogonal perspective relative to the terrestrial source image data;

generating enhanced terrestrial source image data by correlating points of the terrestrial source image data and the aerial based image data; and

generating a three-dimensional map from the enhanced terrestrial source image data, the 3D map comprising stitched portions of enhanced terrestrial source image data sets from different client devices of the plurality of client devices, the stitched portions of the enhanced terrestrial source image data sets projected on the 3D map with colors or shading corresponding to the different client devices.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 21, 2022
From: GORMAN, SEAN; HELM, CHRISTOPHER; KUMAR, PRAMUKTA
To: SNAP INC.
Reel/Frame 061494/0712 →
Continuity (2)
Provisional Application 63335552 · Apr 27, 2022
Related Publication 20230351690A1 · Nov 2, 2023
References Cited (400)
US 666223A · Shedlock · 1901 [cited by applicant]
US 4581634A · Williams · 1986 [cited by applicant]
US 4975690A · Torres · 1990 [cited by applicant]
US 5072412A · Henderson, Jr. et al. · 1991 [cited by applicant]
US 5493692A · Theimer et al. · 1996 [cited by applicant]
US 5713073A · Warsta · 1998 [cited by applicant]
US 5754939A · Herz et al. · 1998 [cited by applicant]
US 5855008A · Goldhaber et al. · 1998 [cited by applicant]
US 5883639A · Walton et al. · 1999 [cited by applicant]
US 5999932A · Paul · 1999 [cited by applicant]
US 6012098A · Bayeh et al. · 2000 [cited by applicant]
US 6014090A · Rosen et al. · 2000 [cited by applicant]
US 6029141A · Bezos et al. · 2000 [cited by applicant]
US 6038295A · Mattes · 2000 [cited by applicant]
US 6049711A · Ben-Yehezkel et al. · 2000 [cited by applicant]
US 6154764A · Nitta et al. · 2000 [cited by applicant]
US 6167435A · Druckenmiller et al. · 2000 [cited by applicant]
US 6204840B1 · Petelycky et al. · 2001 [cited by applicant]
US 6205432B1 · Gabbard et al. · 2001 [cited by applicant]
US 6216141B1 · Straub et al. · 2001 [cited by applicant]
US 6285381B1 · Sawano et al. · 2001 [cited by applicant]
US 6285987B1 · Roth et al. · 2001 [cited by applicant]
US 6310694B1 · Okimoto et al. · 2001 [cited by applicant]
US 6317789B1 · Rakavy et al. · 2001 [cited by applicant]
US 6334149B1 · Davis, Jr. et al. · 2001 [cited by applicant]
US 6349203B1 · Asaoka et al. · 2002 [cited by applicant]
US 6353170B1 · Eyzaguirre et al. · 2002 [cited by applicant]
US 6446004B1 · Cao et al. · 2002 [cited by applicant]
US 6449657B2 · Stanbach, Jr. et al. · 2002 [cited by applicant]
US 6456852B2 · Bar et al. · 2002 [cited by applicant]
US 6484196B1 · Maurille · 2002 [cited by applicant]
US 6487601B1 · Hubacher et al. · 2002 [cited by applicant]
US 6523008B1 · Avrunin et al. · 2003 [cited by applicant]
US 6542749B2 · Tanaka et al. · 2003 [cited by applicant]
US 6549768B1 · Fraccaroli · 2003 [cited by applicant]
US 6618593B1 · Drutman et al. · 2003 [cited by applicant]
US 6622174B1 · Ukita et al. · 2003 [cited by applicant]
US 6631463B1 · Floyd et al. · 2003 [cited by applicant]
US 6636247B1 · Hamzy et al. · 2003 [cited by applicant]
US 6636855B2 · Holloway et al. · 2003 [cited by applicant]
US 6643684B1 · Malkin et al. · 2003 [cited by applicant]
US 6658095B1 · Yoakum et al. · 2003 [cited by applicant]
US 6665531B1 · Soderbacka et al. · 2003 [cited by applicant]
US 6668173B2 · Greene · 2003 [cited by applicant]
US 6684238B1 · Dutta · 2004 [cited by applicant]
US 6684257B1 · Camut et al. · 2004 [cited by applicant]
US 6698020B1 · Zigmond et al. · 2004 [cited by applicant]
US 6700506B1 · Winkler · 2004 [cited by applicant]
US 6720860B1 · Narayanaswami · 2004 [cited by applicant]
US 6724403B1 · Santoro et al. · 2004 [cited by applicant]
US 6757713B1 · Ogilvie et al. · 2004 [cited by applicant]
US 6832222B1 · Zimowski · 2004 [cited by applicant]
US 6834195B2 · Brandenberg et al. · 2004 [cited by applicant]
US 6836792B1 · Chen · 2004 [cited by applicant]
US 6898626B2 · Ohashi · 2005 [cited by applicant]
US 6959324B1 · Kubik et al. · 2005 [cited by applicant]
US 6970088B2 · Kovach · 2005 [cited by applicant]
US 6970907B1 · Ullmann et al. · 2005 [cited by applicant]
US 6980909B2 · Root et al. · 2005 [cited by applicant]
US 6981040B1 · Konig et al. · 2005 [cited by applicant]
US 7020494B2 · Spriestersbach et al. · 2006 [cited by applicant]
US 7027124B2 · Foote et al. · 2006 [cited by applicant]
US 7072963B2 · Anderson et al. · 2006 [cited by applicant]
US 7085571B2 · Kalhan et al. · 2006 [cited by applicant]
US 7110744B2 · Freeny, Jr. · 2006 [cited by applicant]
US 7124164B1 · Chemtob · 2006 [cited by applicant]
US 7149893B1 · Leonard et al. · 2006 [cited by applicant]
US 7173651B1 · Knowles · 2007 [cited by applicant]
US 7188143B2 · Szeto · 2007 [cited by applicant]
US 7203380B2 · Chiu et al. · 2007 [cited by applicant]
US 7206568B2 · Sudit · 2007 [cited by applicant]
US 7227937B1 · Yoakum et al. · 2007 [cited by applicant]
US 7237002B1 · Estrada et al. · 2007 [cited by applicant]
US 7240089B2 · Boudreau · 2007 [cited by applicant]
US 7269426B2 · Kokkonen et al. · 2007 [cited by applicant]
US 7280658B2 · Amini et al. · 2007 [cited by applicant]
US 7315823B2 · Brondrup · 2008 [cited by applicant]
US 7349768B2 · Bruce et al. · 2008 [cited by applicant]
US 7356564B2 · Hartselle et al. · 2008 [cited by applicant]
US 7394345B1 · Ehlinger et al. · 2008 [cited by applicant]
US 7411493B2 · Smith · 2008 [cited by applicant]
US 7423580B2 · Markhovsky et al. · 2008 [cited by applicant]
US 7454442B2 · Cobleigh et al. · 2008 [cited by applicant]
US 7508419B2 · Toyama et al. · 2009 [cited by applicant]
US 7519670B2 · Hagale et al. · 2009 [cited by applicant]
US 7535890B2 · Rojas · 2009 [cited by applicant]
US 7546554B2 · Chiu et al. · 2009 [cited by applicant]
US 7607096B2 · Oreizy et al. · 2009 [cited by applicant]
US 7639943B1 · Kalajan · 2009 [cited by applicant]
US 7650231B2 · Gadler · 2010 [cited by applicant]
US 7668537B2 · DeVries · 2010 [cited by applicant]
US 7770137B2 · Forbes et al. · 2010 [cited by applicant]
US 7778973B2 · Choi et al. · 2010 [cited by applicant]
US 7779444B2 · Glad · 2010 [cited by applicant]
US 7787886B2 · Markhovsky et al. · 2010 [cited by applicant]
US 7796946B2 · Eisenbach · 2010 [cited by applicant]
US 7801954B2 · Cadiz et al. · 2010 [cited by applicant]
US 7856360B2 · Kramer et al. · 2010 [cited by applicant]
US 8001204B2 · Burtner et al. · 2011 [cited by applicant]
US 8032586B2 · Challenger et al. · 2011 [cited by applicant]
US 8082255B1 · Carlson, Jr. et al. · 2011 [cited by applicant]
US 8090351B2 · Klein · 2012 [cited by applicant]
US 8098904B2 · Ioffe et al. · 2012 [cited by applicant]
US 8099109B2 · Altman et al. · 2012 [cited by applicant]
US 8112716B2 · Kobayashi · 2012 [cited by applicant]
US 8131597B2 · Hudetz et al. · 2012 [cited by applicant]
US 8135166B2 · Rhoads et al. · 2012 [cited by applicant]
US 8136028B1 · Loeb et al. · 2012 [cited by applicant]
US 8146001B1 · Reese · 2012 [cited by applicant]
US 8161115B2 · Yamamoto · 2012 [cited by applicant]
US 8161417B1 · Lee · 2012 [cited by applicant]
US 8195203B1 · Tseng · 2012 [cited by applicant]
US 8199747B2 · Rojas et al. · 2012 [cited by applicant]
US 8208943B2 · Petersen et al. · 2012 [cited by applicant]
US 8214443B2 · Hamburg · 2012 [cited by applicant]
US 8234350B1 · Gu et al. · 2012 [cited by applicant]
US 8276092B1 · Narayanan et al. · 2012 [cited by applicant]
US 8279319B2 · Date · 2012 [cited by applicant]
US 8280406B2 · Ziskind et al. · 2012 [cited by applicant]
US 8285199B2 · Hsu et al. · 2012 [cited by applicant]
US 8287380B2 · Nguyen et al. · 2012 [cited by applicant]
US 8301159B2 · Hamynen et al. · 2012 [cited by applicant]
US 8306922B1 · Kunal et al. · 2012 [cited by applicant]
US 8312086B2 · Velusamy et al. · 2012 [cited by applicant]
US 8312097B1 · Siegel et al. · 2012 [cited by applicant]
US 8326315B2 · Phillips et al. · 2012 [cited by applicant]
US 8326327B2 · Hymel et al. · 2012 [cited by applicant]
US 8332475B2 · Rosen et al. · 2012 [cited by applicant]
US 8352546B1 · Dollard · 2013 [cited by applicant]
US 8379130B2 · Forutanpour et al. · 2013 [cited by applicant]
US 8385950B1 · Wagner et al. · 2013 [cited by applicant]
US 8402097B2 · Szeto · 2013 [cited by applicant]
US 8405773B2 · Hayashi et al. · 2013 [cited by applicant]
US 8418067B2 · Cheng et al. · 2013 [cited by applicant]
US 8423409B2 · Rao · 2013 [cited by applicant]
US 8471914B2 · Sakiyama et al. · 2013 [cited by applicant]
US 8472935B1 · Fujisaki · 2013 [cited by applicant]
US 8510383B2 · Hurley et al. · 2013 [cited by applicant]
US 8527345B2 · Rothschild et al. · 2013 [cited by applicant]
US 8554627B2 · Svendsen et al. · 2013 [cited by applicant]
US 8560612B2 · Kilmer et al. · 2013 [cited by applicant]
US 8594680B2 · Ledlie et al. · 2013 [cited by applicant]
US 8613089B1 · Holloway et al. · 2013 [cited by applicant]
US 8660358B1 · Bergboer et al. · 2014 [cited by applicant]
US 8660369B2 · Llano et al. · 2014 [cited by applicant]
US 8660793B2 · Ngo et al. · 2014 [cited by applicant]
US 8682350B2 · Altman et al. · 2014 [cited by applicant]
US 8718333B2 · Wolf et al. · 2014 [cited by applicant]
US 8724622B2 · Rojas · 2014 [cited by applicant]
US 8732168B2 · Johnson · 2014 [cited by applicant]
US 8744523B2 · Fan et al. · 2014 [cited by applicant]
US 8745132B2 · Obradovich · 2014 [cited by applicant]
US 8761800B2 · Kuwahara · 2014 [cited by applicant]
US 8768876B2 · Shim et al. · 2014 [cited by applicant]
US 8775972B2 · Spiegel · 2014 [cited by applicant]
US 8788680B1 · Naik · 2014 [cited by applicant]
US 8790187B2 · Walker et al. · 2014 [cited by applicant]
US 8797415B2 · Arnold · 2014 [cited by applicant]
US 8798646B1 · Wang et al. · 2014 [cited by applicant]
US 8856349B2 · Jain et al. · 2014 [cited by applicant]
US 8874677B2 · Rosen et al. · 2014 [cited by applicant]
US 8886227B2 · Schmidt et al. · 2014 [cited by applicant]
US 8909679B2 · Root et al. · 2014 [cited by applicant]
US 8909725B1 · Sehn · 2014 [cited by applicant]
US 8972357B2 · Shim et al. · 2015 [cited by applicant]
US 8995433B2 · Rojas · 2015 [cited by applicant]
US 9015285B1 · Ebsen et al. · 2015 [cited by applicant]
US 9020745B2 · Johnston et al. · 2015 [cited by applicant]
US 9040574B2 · Wang et al. · 2015 [cited by applicant]
US 9055416B2 · Rosen et al. · 2015 [cited by applicant]
US 9094137B1 · Sehn et al. · 2015 [cited by applicant]
US 9100806B2 · Rosen et al. · 2015 [cited by applicant]
US 9100807B2 · Rosen et al. · 2015 [cited by applicant]
US 9113301B1 · Spiegel et al. · 2015 [cited by applicant]
US 9119027B2 · Sharon et al. · 2015 [cited by applicant]
US 9123074B2 · Jacobs · 2015 [cited by applicant]
US 9143382B2 · Bhogal et al. · 2015 [cited by applicant]
US 9143681B1 · Ebsen et al. · 2015 [cited by applicant]
US 9152477B1 · Campbell et al. · 2015 [cited by applicant]
US 9191776B2 · Root et al. · 2015 [cited by applicant]
US 9204252B2 · Root et al. · 2015 [cited by applicant]
US 9225897B1 · Sehn et al. · 2015 [cited by applicant]
US 9258459B2 · Hartley · 2016 [cited by applicant]
US 9344606B2 · Hartley et al. · 2016 [cited by applicant]
US 9385983B1 · Sehn · 2016 [cited by applicant]
US 9396354B1 · Murphy et al. · 2016 [cited by applicant]
US 9407712B1 · Sehn · 2016 [cited by applicant]
US 9407816B1 · Sehn · 2016 [cited by applicant]
US 9430783B1 · Sehn · 2016 [cited by applicant]
US 9439041B2 · Parvizi et al. · 2016 [cited by applicant]
US 9443227B2 · Evans et al. · 2016 [cited by applicant]
US 9450907B2 · Pridmore et al. · 2016 [cited by applicant]
US 9459778B2 · Hogeg et al. · 2016 [cited by applicant]
US 9489661B2 · Evans et al. · 2016 [cited by applicant]
US 9491134B2 · Rosen et al. · 2016 [cited by applicant]
US 9532171B2 · Allen et al. · 2016 [cited by applicant]
US 9537811B2 · Allen et al. · 2017 [cited by applicant]
US 9628950B1 · Noeth et al. · 2017 [cited by applicant]
US 9710821B2 · Heath · 2017 [cited by applicant]
US 9854219B2 · Sehn · 2017 [cited by applicant]
US 10223829B2 · Wu · 2019 [cited by examiner]
US 10674311B1 · Bouba et al. · 2020 [cited by applicant]
US 10893385B1 · Berardino et al. · 2021 [cited by applicant]
US 10922881B2 · Tran · 2021 [cited by examiner]
US 10936066B1 · Jaureguiberry et al. · 2021 [cited by applicant]
US 10939246B1 · Dancie et al. · 2021 [cited by applicant]
US 10945098B2 · Dancie et al. · 2021 [cited by applicant]
US 11032670B1 · Baylin et al. · 2021 [cited by applicant]
US 11039270B2 · Bouba et al. · 2021 [cited by applicant]
US 11127202B2 · Krishna · 2021 [cited by examiner]
US 11166123B1 · Guillaume · 2021 [cited by applicant]
US 11275439B2 · Jaureguiberry et al. · 2022 [cited by applicant]
US 11294936B1 · Jaureguiberry · 2022 [cited by applicant]
US 11307747B2 · Dancie et al. · 2022 [cited by applicant]
US 11508115B2 · Ackerson · 2022 [cited by examiner]
US 20020047868A1 · Miyazawa · 2002 [cited by applicant]
US 20020078456A1 · Hudson et al. · 2002 [cited by applicant]
US 20020087631A1 · Sharma · 2002 [cited by applicant]
US 20020097257A1 · Miller et al. · 2002 [cited by applicant]
US 20020122659A1 · Mcgrath et al. · 2002 [cited by applicant]
US 20020128047A1 · Gates · 2002 [cited by applicant]
US 20020144154A1 · Tomkow · 2002 [cited by applicant]
US 20030001846A1 · Davis et al. · 2003 [cited by applicant]
US 20030016247A1 · Lai et al. · 2003 [cited by applicant]
US 20030017823A1 · Mager et al. · 2003 [cited by applicant]
US 20030020623A1 · Cao et al. · 2003 [cited by applicant]
US 20030023874A1 · Prokupets et al. · 2003 [cited by applicant]
US 20030037124A1 · Yamaura et al. · 2003 [cited by applicant]
US 20030052925A1 · Daimon et al. · 2003 [cited by applicant]
US 20030101230A1 · Benschoter et al. · 2003 [cited by applicant]
US 20030110503A1 · Perkes · 2003 [cited by applicant]
US 20030126215A1 · Udell · 2003 [cited by applicant]
US 20030148773A1 · Spriestersbach et al. · 2003 [cited by applicant]
US 20030164856A1 · Prager et al. · 2003 [cited by applicant]
US 20030229607A1 · Zellweger et al. · 2003 [cited by applicant]
US 20040027371A1 · Jaeger · 2004 [cited by applicant]
US 20040064429A1 · Hirstius et al. · 2004 [cited by applicant]
US 20040078367A1 · Anderson et al. · 2004 [cited by applicant]
US 20040111467A1 · Willis · 2004 [cited by applicant]
US 20040158739A1 · Wakai et al. · 2004 [cited by applicant]
US 20040189465A1 · Capobianco et al. · 2004 [cited by applicant]
US 20040203959A1 · Coombes · 2004 [cited by applicant]
US 20040215625A1 · Svendsen et al. · 2004 [cited by applicant]
US 20040243531A1 · Dean · 2004 [cited by applicant]
US 20040243688A1 · Wugofski · 2004 [cited by applicant]
US 20050021444A1 · Bauer et al. · 2005 [cited by applicant]
US 20050022211A1 · Veselov et al. · 2005 [cited by applicant]
US 20050048989A1 · Jung · 2005 [cited by applicant]
US 20050078804A1 · Yomoda · 2005 [cited by applicant]
US 20050097176A1 · Schatz et al. · 2005 [cited by applicant]
US 20050102381A1 · Jiang et al. · 2005 [cited by applicant]
US 20050104976A1 · Currans · 2005 [cited by applicant]
US 20050114783A1 · Szeto · 2005 [cited by applicant]
US 20050119936A1 · Buchanan et al. · 2005 [cited by applicant]
US 20050122405A1 · Voss et al. · 2005 [cited by applicant]
US 20050193340A1 · Amburgey et al. · 2005 [cited by applicant]
US 20050193345A1 · Klassen et al. · 2005 [cited by applicant]
US 20050198128A1 · Anderson · 2005 [cited by applicant]
US 20050223066A1 · Buchheit et al. · 2005 [cited by applicant]
US 20050288954A1 · McCarthy et al. · 2005 [cited by applicant]
US 20060026067A1 · Nicholas et al. · 2006 [cited by applicant]
US 20060107297A1 · Toyama et al. · 2006 [cited by applicant]
US 20060114338A1 · Rothschild · 2006 [cited by applicant]
US 20060119882A1 · Harris et al. · 2006 [cited by applicant]
US 20060242239A1 · Morishima et al. · 2006 [cited by applicant]
US 20060252438A1 · Ansamaa et al. · 2006 [cited by applicant]
US 20060265417A1 · Amato et al. · 2006 [cited by applicant]
US 20060270419A1 · Crowley et al. · 2006 [cited by applicant]
US 20060287878A1 · Wadhwa et al. · 2006 [cited by applicant]
US 20070004426A1 · Pfleging et al. · 2007 [cited by applicant]
US 20070038715A1 · Collins et al. · 2007 [cited by applicant]
US 20070040931A1 · Nishizawa · 2007 [cited by applicant]
US 20070073517A1 · Panje · 2007 [cited by applicant]
US 20070073823A1 · Cohen et al. · 2007 [cited by applicant]
US 20070075898A1 · Markhovsky et al. · 2007 [cited by applicant]
US 20070082707A1 · Flynt et al. · 2007 [cited by applicant]
US 20070136228A1 · Petersen · 2007 [cited by applicant]
US 20070192128A1 · Celestini · 2007 [cited by applicant]
US 20070198340A1 · Lucovsky et al. · 2007 [cited by applicant]
US 20070198495A1 · Buron et al. · 2007 [cited by applicant]
US 20070208751A1 · Cowan et al. · 2007 [cited by applicant]
US 20070210936A1 · Nicholson · 2007 [cited by applicant]
US 20070214180A1 · Crawford · 2007 [cited by applicant]
US 20070214216A1 · Carrer et al. · 2007 [cited by applicant]
US 20070233556A1 · Koningstein · 2007 [cited by applicant]
US 20070233801A1 · Eren et al. · 2007 [cited by applicant]
US 20070233859A1 · Zhao et al. · 2007 [cited by applicant]
US 20070243887A1 · Bandhole et al. · 2007 [cited by applicant]
US 20070244750A1 · Grannan et al. · 2007 [cited by applicant]
US 20070255456A1 · Funayama · 2007 [cited by applicant]
US 20070281690A1 · Altman et al. · 2007 [cited by applicant]
US 20080022329A1 · Glad · 2008 [cited by applicant]
US 20080025701A1 · Ikeda · 2008 [cited by applicant]
US 20080032703A1 · Krumm et al. · 2008 [cited by applicant]
US 20080033930A1 · Warren · 2008 [cited by applicant]
US 20080043041A2 · Hedenstroem et al. · 2008 [cited by applicant]
US 20080049704A1 · Witteman et al. · 2008 [cited by applicant]
US 20080062141A1 · Chandhri · 2008 [cited by applicant]
US 20080076505A1 · Nguyen et al. · 2008 [cited by applicant]
US 20080092233A1 · Tian et al. · 2008 [cited by applicant]
US 20080094387A1 · Chen · 2008 [cited by applicant]
US 20080104503A1 · Beall et al. · 2008 [cited by applicant]
US 20080109844A1 · Baldeschwieler et al. · 2008 [cited by applicant]
US 20080120409A1 · Sun et al. · 2008 [cited by applicant]
US 20080147730A1 · Lee et al. · 2008 [cited by applicant]
US 20080148150A1 · Mall · 2008 [cited by applicant]
US 20080158230A1 · Sharma et al. · 2008 [cited by applicant]
US 20080168033A1 · Ott et al. · 2008 [cited by applicant]
US 20080168489A1 · Schraga · 2008 [cited by applicant]
US 20080189177A1 · Anderton et al. · 2008 [cited by applicant]
US 20080207176A1 · Brackbill et al. · 2008 [cited by applicant]
US 20080208692A1 · Garaventi et al. · 2008 [cited by applicant]
US 20080214210A1 · Rasanen et al. · 2008 [cited by applicant]
US 20080222545A1 · Lemay · 2008 [cited by applicant]
US 20080255976A1 · Altberg et al. · 2008 [cited by applicant]
US 20080256446A1 · Yamamoto · 2008 [cited by applicant]
US 20080256577A1 · Funaki et al. · 2008 [cited by applicant]
US 20080266421A1 · Takahata et al. · 2008 [cited by applicant]
US 20080270938A1 · Carlson · 2008 [cited by applicant]
US 20080288338A1 · Wiseman et al. · 2008 [cited by applicant]
US 20080306826A1 · Kramer et al. · 2008 [cited by applicant]
US 20080313329A1 · Wang et al. · 2008 [cited by applicant]
US 20080313346A1 · Kujawa et al. · 2008 [cited by applicant]
US 20080318616A1 · Chipalkatti et al. · 2008 [cited by applicant]
US 20090006191A1 · Arankalle et al. · 2009 [cited by applicant]
US 20090006565A1 · Velusamy et al. · 2009 [cited by applicant]
US 20090015703A1 · Kim et al. · 2009 [cited by applicant]
US 20090024956A1 · Kobayashi · 2009 [cited by applicant]
US 20090030774A1 · Rothschild et al. · 2009 [cited by applicant]
US 20090030999A1 · Gatzke et al. · 2009 [cited by applicant]
US 20090040324A1 · Nonaka · 2009 [cited by applicant]
US 20090042588A1 · Lottin et al. · 2009 [cited by applicant]
US 20090058822A1 · Chaudhri · 2009 [cited by applicant]
US 20090079846A1 · Chou · 2009 [cited by applicant]
US 20090089678A1 · Sacco et al. · 2009 [cited by applicant]
US 20090089710A1 · Wood et al. · 2009 [cited by applicant]
US 20090093261A1 · Ziskind · 2009 [cited by applicant]
US 20090132341A1 · Klinger et al. · 2009 [cited by applicant]
US 20090132453A1 · Hangartner et al. · 2009 [cited by applicant]
US 20090132665A1 · Thomsen et al. · 2009 [cited by applicant]
US 20090148045A1 · Lee et al. · 2009 [cited by applicant]
US 20090153492A1 · Popp · 2009 [cited by applicant]
US 20090157450A1 · Athsani et al. · 2009 [cited by applicant]
US 20090157752A1 · Gonzalez · 2009 [cited by applicant]
US 20090160970A1 · Fredlund et al. · 2009 [cited by applicant]
US 20090163182A1 · Gatti et al. · 2009 [cited by applicant]
US 20090177299A1 · Van De Sluis et al. · 2009 [cited by applicant]
US 20090192900A1 · Collison · 2009 [cited by applicant]
US 20090199242A1 · Johnson et al. · 2009 [cited by applicant]
US 20090215469A1 · Fisher et al. · 2009 [cited by applicant]
US 20090232354A1 · Camp, Jr. et al. · 2009 [cited by applicant]
US 20090234815A1 · Boerries et al. · 2009 [cited by applicant]
US 20090239552A1 · Churchill et al. · 2009 [cited by applicant]
US 20090249222A1 · Schmidt et al. · 2009 [cited by applicant]
US 20090249244A1 · Robinson et al. · 2009 [cited by applicant]
US 20090265647A1 · Martin et al. · 2009 [cited by applicant]
US 20090288022A1 · Almstrand et al. · 2009 [cited by applicant]
US 20090291672A1 · Treves et al. · 2009 [cited by applicant]
US 20090292608A1 · Polachek · 2009 [cited by applicant]
US 20090319607A1 · Belz et al. · 2009 [cited by applicant]
US 20090327073A1 · Li · 2009 [cited by applicant]
US 20100062794A1 · Han · 2010 [cited by applicant]
US 20100082427A1 · Burgener et al. · 2010 [cited by applicant]
US 20100082693A1 · Hugg et al. · 2010 [cited by applicant]
US 20100100568A1 · Papin et al. · 2010 [cited by applicant]
US 20100113065A1 · Narayan et al. · 2010 [cited by applicant]
US 20100130233A1 · Parker · 2010 [cited by applicant]
US 20100131880A1 · Lee et al. · 2010 [cited by applicant]
US 20100131895A1 · Wohlert · 2010 [cited by applicant]
US 20100153144A1 · Miller et al. · 2010 [cited by applicant]
US 20100159944A1 · Pascal et al. · 2010 [cited by applicant]
US 20100161658A1 · Hamynen et al. · 2010 [cited by applicant]
US 20100161831A1 · Haas et al. · 2010 [cited by applicant]
US 20100162149A1 · Sheleheda et al. · 2010 [cited by applicant]
US 20100183280A1 · Beauregard et al. · 2010 [cited by applicant]
US 20100185552A1 · Deluca et al. · 2010 [cited by applicant]
US 20100185665A1 · Horn et al. · 2010 [cited by applicant]
US 20100191631A1 · Weidmann · 2010 [cited by applicant]
US 20100197318A1 · Petersen et al. · 2010 [cited by applicant]
US 20100197319A1 · Petersen et al. · 2010 [cited by applicant]
US 20100198683A1 · Aarabi · 2010 [cited by applicant]
US 20100198694A1 · Muthukrishnan · 2010 [cited by applicant]
US 20100198826A1 · Petersen et al. · 2010 [cited by applicant]
US 20100198828A1 · Petersen et al. · 2010 [cited by applicant]
US 20100198862A1 · Jennings et al. · 2010 [cited by applicant]
US 20100198870A1 · Petersen et al. · 2010 [cited by applicant]
US 20100198917A1 · Petersen et al. · 2010 [cited by applicant]
US 20100201482A1 · Robertson et al. · 2010 [cited by applicant]
US 20100201536A1 · Robertson et al. · 2010 [cited by applicant]
US 20100214436A1 · Kim et al. · 2010 [cited by applicant]
US 20100223128A1 · Dukellis et al. · 2010 [cited by applicant]
US 20100223343A1 · Bosan et al. · 2010 [cited by applicant]
US 20100250109A1 · Johnston et al. · 2010 [cited by applicant]
US 20100257196A1 · Waters et al. · 2010 [cited by applicant]
US 20100259386A1 · Holley et al. · 2010 [cited by applicant]
US 20100273509A1 · Sweeney et al. · 2010 [cited by applicant]
US 20100281045A1 · Dean · 2010 [cited by applicant]
US 20100306669A1 · Della Pasqua · 2010 [cited by applicant]
US 20110004071A1 · Faiola et al. · 2011 [cited by applicant]
US 20110010205A1 · Richards · 2011 [cited by applicant]