IP Library Granted Patent US 12,412,347
Granted Patent B2
US 12,412,347 · App. 18/631,860 · Granted Sep 9, 2025

3D upper garment tracking

Inventors: Itamar Berger (Hod Hasharon, IL); Gal Dudovitch (Tel Aviv, IL); Gal Sasson (Kibbutz Ayyelet Hashahar, IL); Ma'ayan Mishin Shuvi (Tel Aviv, IL); Matan Zohar (Rishon LeZion, IL)
Assignee: Snap Inc.
G06T19/006A63F13/65G06Q30/0641G06T7/11G06T7/20G06T7/70G06T17/00G06T19/20A63F2300/69G06T2207/10016G06T2207/30196G06T2219/2004G06T2219/2016G06T2219/2021
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Quick Facts
Patent No.
US 12,412,347
App. No.
18/631,860
Granted
Sep 9, 2025
Kind
B2
Abstract

Methods and systems are disclosed for performing operations comprising: receiving a video that includes a depiction of a person wearing a fashion item; generating a three-dimensional (3D) model of the person depicted in the video; generating a segmentation of the fashion item worn by the person depicted in the video; outlining a portion of the 3D model based on the segmentation of the fashion item; tracking movement of the portion of the 3D model in the video; and in response to tracking the movement of the portion of the 3D model in the video, modifying a display position of one or more augmented reality elements on the fashion item in the video.

Claims (63)

1. A method comprising:

receiving, by one or more processors of a device, a video that includes a depiction of an object;

generating, by the one or more processors, a three-dimensional (3D) model of the object;

causing a plurality of augmented reality (AR) objects to appear as coming out of a first portion of the object relative to a surface normal of the first portion of the object along different directions and at different rates; and

using the 3D model of the object to adjust a score based on detected contact between an individual AR object of the plurality of AR objects and a second portion of the object.

2. The method of claim 1 , the object comprising a person, the first portion of the object comprising a fashion item, further comprising:

applying a trained machine learning model to the video that includes the depiction of the person wearing the fashion item, the trained machine learning model extracting one or more features from the video, and the trained machine learning model generating a segmentation of the fashion item worn by the person depicted in the video using the extracted one or more features;

outlining a portion of the 3D model based on the segmentation of the fashion item;

tracking movement of the portion of the 3D model in the video to determine that a portion of the fashion item has been moved towards a particular side; and

in response to tracking the movement of the portion of the 3D model in the video, modifying a display position of one or more augmented reality (AR) elements on the fashion item in the video.

3. The method of claim 1 , further comprising:

modifying a shape of the one or more AR objects in response to detecting a pose of the object.

4. The method of claim 1 , wherein the object comprises a person, the first portion comprises a fashion item worn by the person, and the second portion comprises a body part of the person.

5. The method of claim 1 , wherein the one or more AR objects are associated with a non-fungible token, wherein the non-fungible token is associated with the one or more AR objects in response to a purchase transaction.

6. The method of claim 1 , further comprising:

generating an AR object comprising the first portion combined with the one or more AR objects; and

generating a non-fungible token associated with the AR object.

7. The method of claim 1 , further comprising maintaining a location of the one or more AR objects on the first portion in the video as the object moves around the video.

8. The method of claim 7 , further comprising:

displaying the one or more AR objects on the first portion in a first frame of the video, wherein the object is positioned at a first location in the first frame;

determining that the object has moved from the first location to a second location in a second frame of the video, the first portion being moved to a new location in the second frame of the video; and

updating a display position of the one or more AR objects in the second frame to maintain the display of the one or more AR objects on the first portion.

9. The method of claim 8 , wherein the first portion comprises a shirt pocket, wherein the one or more AR objects continue to be displayed on top of the shirt pocket as the object moves from the first location to the second location in the video.

10. The method of claim 1 , further comprising:

selecting a random pose for an avatar;

causing the avatar with the random pose to be presented to the object;

presenting a timer counting towards a specified value; and

instructing the object to perform a gesture that mirrors the random pose of the avatar before the timer reaches the specified value.

11. The method of claim 10 , wherein the one or more AR objects are displayed on a portion of a fashion item, further comprising:

identifying the portion of the fashion item on the portion of the 3D model;

determining that the portion of the 3D model has been rotated by a specified amount in a second frame of the video;

in response to determining that the 3D model has been rotated by the specified amount, determining that the portion of the fashion item fails to appear in the second frame; and

removing at least a portion of the one or more AR objects in response to determining that the portion of the fashion item fails to appear in the second frame.

12. A system comprising:

at least one processor of a device; and

a memory component having instructions stored thereon that, when executed by the at least one processor, cause the at least one processor to perform operations comprising:

receiving a video that includes a depiction of an object;

generating a three-dimensional (3D) model of the object;

causing a plurality of augmented reality (AR) objects to appear as coming out of a first portion of the object relative to a surface normal of the first portion of the object along different directions and at different rates; and

using the 3D model of the object to adjust a score based on detected contact between an individual AR object of the plurality of AR objects and a second portion of the object.

13. The system of claim 12 , the operations further comprising:

generating, as the plurality of AR objects, one or more game-based AR game boards;

generating an avatar associated with the one or more game-based AR game boards; and

displaying the one or more game-based AR game boards and the avatar.

14. The system of claim 12 , the operations further comprising:

modifying a shape of the plurality of AR objects in response to detecting a pose of the object depicted in the video.

15. The system of claim 12 , the operations further comprising:

detecting overlap between a body part of a person comprising the object and a first portion of a fashion item.

16. The system of claim 12 , wherein the object comprises a person, the first portion comprises a fashion item worn by the person, and the second portion comprises a body part of the person.

17. The system of claim 16 , the operations further comprising:

adjusting a display of the plurality of AR objects based on wrinkles detected on the fashion item.

18. The system of claim 16 , the operations further comprising:

receiving, through a microphone, a voice input associated with the person wearing the fashion item in the video;

in response to receiving the voice input, applying a second trained machine learning model to a characteristic of the voice input to detect an emotion associated with the voice input;

generating, as the plurality of AR objects on the fashion item in the video, an avatar having an avatar facial expression;

searching a database of avatar facial expressions that are associated with the emotion associated with the voice input, and adjusting the avatar facial expression to correspond to the characteristic of the voice input associated with the person depicted in the video.

19. A non-transitory computer-readable storage medium having stored thereon instructions that, when executed by at least one processor of a device, cause the at least one processor to perform operations comprising:

receiving a video that includes a depiction of an object;

generating a three-dimensional (3D) model of the object;

causing a plurality of augmented reality (AR) objects to appear as coming out of a first portion of the object relative to a surface normal of the first portion of the object along different directions and at different rates; and

using the 3D model of the object to adjust a score based on detected contact between an individual AR object of the plurality of AR objects and a second portion of the object.

20. The non-transitory computer-readable storage medium of claim 19 , the operations comprising:

modifying a shape of the plurality of AR objects in response to detecting a pose of the object.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 22, 2025
From: BERGER, ITAMAR; DUDOVITCH, GAL; SASSON, GAL; SHUVI, MA'AYAN; ZOHAR, MATAN
To: SNAP INC.
Reel/Frame 069966/0030 →
Continuity (2)
Continuation 17490167 · Sep 30, 2021
Related Publication 20240257484A1 · Aug 1, 2024
References Cited (400)
US 5604843A · Shaw et al. · 1997 [cited by applicant]
US 5689559A · Park · 1997 [cited by applicant]
US 5880731A · Liles et al. · 1999 [cited by applicant]
US 6023270A · Brush, II et al. · 2000 [cited by applicant]
US RE36919E · Park · 2000 [cited by applicant]
US RE37052E · Park · 2001 [cited by applicant]
US 6223165B1 · Lauffer · 2001 [cited by applicant]
US 6650793B1 · Lund et al. · 2003 [cited by applicant]
US 6772195B1 · Hatlelid et al. · 2004 [cited by applicant]
US 6804417B1 · Lund et al. · 2004 [cited by applicant]
US 6842779B1 · Nishizawa · 2005 [cited by applicant]
US 7308332B2 · Okada et al. · 2007 [cited by applicant]
US 7342587B2 · Danzig et al. · 2008 [cited by applicant]
US 7468729B1 · Levinson · 2008 [cited by applicant]
US 7636755B2 · Blattner et al. · 2009 [cited by applicant]
US 7639251B2 · Gu et al. · 2009 [cited by applicant]
US 7775885B2 · Van et al. · 2010 [cited by applicant]
US 7809192B2 · Gokturk et al. · 2010 [cited by applicant]
US 7859551B2 · Bulman et al. · 2010 [cited by applicant]
US 7885931B2 · Seo et al. · 2011 [cited by applicant]
US 7925703B2 · Dinan et al. · 2011 [cited by applicant]
US 7971156B2 · Albertson et al. · 2011 [cited by applicant]
US 7996793B2 · Latta et al. · 2011 [cited by applicant]
US 8088044B2 · Tchao et al. · 2012 [cited by applicant]
US 8095878B2 · Bates et al. · 2012 [cited by applicant]
US 8099462B2 · Sheng et al. · 2012 [cited by applicant]
US 8108774B2 · Finn et al. · 2012 [cited by applicant]
US 8117281B2 · Robinson et al. · 2012 [cited by applicant]
US 8130219B2 · Fleury et al. · 2012 [cited by applicant]
US 8146005B2 · Jones et al. · 2012 [cited by applicant]
US 8151191B2 · Nicol · 2012 [cited by applicant]
US 8275590B2 · Szymczyk et al. · 2012 [cited by applicant]
US 8359247B2 · Vock · 2013 [cited by applicant]
US RE43993E · Park · 2013 [cited by applicant]
US 8379920B2 · Yang et al. · 2013 [cited by applicant]
US 8384719B2 · Reville et al. · 2013 [cited by applicant]
US RE44054E · Kim · 2013 [cited by applicant]
US RE44068E · Park · 2013 [cited by applicant]
US RE44106E · Park · 2013 [cited by applicant]
US 8396708B2 · Park et al. · 2013 [cited by applicant]
US RE44121E · Park · 2013 [cited by applicant]
US 8425322B2 · Gillo et al. · 2013 [cited by applicant]
US 8458601B2 · Castelli et al. · 2013 [cited by applicant]
US 8462198B2 · Lin et al. · 2013 [cited by applicant]
US 8484158B2 · Deluca et al. · 2013 [cited by applicant]
US 8487938B2 · Latta et al. · 2013 [cited by applicant]
US 8495503B2 · Brown et al. · 2013 [cited by applicant]
US 8495505B2 · Smith et al. · 2013 [cited by applicant]
US 8504926B2 · Wolf · 2013 [cited by applicant]
US 8559980B2 · Pujol · 2013 [cited by applicant]
US 8564621B2 · Branson et al. · 2013 [cited by applicant]
US 8564710B2 · Nonaka et al. · 2013 [cited by applicant]
US 8581911B2 · Becker et al. · 2013 [cited by applicant]
US 8582918B2 · Nakada et al. · 2013 [cited by applicant]
US 8597121B2 · del Valle · 2013 [cited by applicant]
US 8601051B2 · Wang · 2013 [cited by applicant]
US 8601379B2 · Marks et al. · 2013 [cited by applicant]
US 8606645B1 · Applefeld · 2013 [cited by applicant]
US 8632408B2 · Gillo et al. · 2014 [cited by applicant]
US 8648865B2 · Dawson et al. · 2014 [cited by applicant]
US 8659548B2 · Hildreth · 2014 [cited by applicant]
US 8683354B2 · Khandelwal et al. · 2014 [cited by applicant]
US 8692830B2 · Nelson et al. · 2014 [cited by applicant]
US 8810513B2 · Ptucha et al. · 2014 [cited by applicant]
US 8812171B2 · Filev et al. · 2014 [cited by applicant]
US 8832201B2 · Wall · 2014 [cited by applicant]
US 8832552B2 · Arrasvuori et al. · 2014 [cited by applicant]
US 8839327B2 · Amento et al. · 2014 [cited by applicant]
US 8856691B2 · Geisner et al. · 2014 [cited by applicant]
US 8890926B2 · Tandon et al. · 2014 [cited by applicant]
US 8891880B2 · Oami et al. · 2014 [cited by applicant]
US 8892999B2 · Nims et al. · 2014 [cited by applicant]
US 8924250B2 · Bates et al. · 2014 [cited by applicant]
US 8963926B2 · Brown et al. · 2015 [cited by applicant]
US 8989786B2 · Feghali · 2015 [cited by applicant]
US 9086776B2 · Ye et al. · 2015 [cited by applicant]
US 9104907B2 · Whitehill et al. · 2015 [cited by applicant]
US 9105014B2 · Collet et al. · 2015 [cited by applicant]
US 9225897B1 · Sehn et al. · 2015 [cited by applicant]
US 9230160B1 · Kanter · 2016 [cited by applicant]
US 9241184B2 · Weerasinghe · 2016 [cited by applicant]
US 9251170B2 · Moore et al. · 2016 [cited by applicant]
US 9256860B2 · Herger et al. · 2016 [cited by applicant]
US 9276886B1 · Samaranayake · 2016 [cited by applicant]
US 9298257B2 · Hwang et al. · 2016 [cited by applicant]
US 9314692B2 · Konoplev et al. · 2016 [cited by applicant]
US 9330483B2 · Du et al. · 2016 [cited by applicant]
US 9357174B2 · Li et al. · 2016 [cited by applicant]
US 9361510B2 · Yao et al. · 2016 [cited by applicant]
US 9378576B2 · Bouaziz et al. · 2016 [cited by applicant]
US 9402057B2 · Kaytaz et al. · 2016 [cited by applicant]
US 9412192B2 · Mandel et al. · 2016 [cited by applicant]
US 9460541B2 · Li et al. · 2016 [cited by applicant]
US 9489760B2 · Li et al. · 2016 [cited by applicant]
US 9503845B2 · Vincent · 2016 [cited by applicant]
US 9508197B2 · Quinn et al. · 2016 [cited by applicant]
US 9532364B2 · Fujito · 2016 [cited by applicant]
US 9544257B2 · Ogundokun et al. · 2017 [cited by applicant]
US 9576400B2 · Van Os et al. · 2017 [cited by applicant]
US 9589357B2 · Li et al. · 2017 [cited by applicant]
US 9592449B2 · Barbalet et al. · 2017 [cited by applicant]
US 9648376B2 · Chang et al. · 2017 [cited by applicant]
US 9697635B2 · Quinn et al. · 2017 [cited by applicant]
US 9705831B2 · Spiegel · 2017 [cited by applicant]
US 9706040B2 · Kadirvel et al. · 2017 [cited by applicant]
US 9742713B2 · Spiegel et al. · 2017 [cited by applicant]
US 9744466B2 · Fujioka · 2017 [cited by applicant]
US 9746990B2 · Anderson et al. · 2017 [cited by applicant]
US 9749270B2 · Collet et al. · 2017 [cited by applicant]
US 9792714B2 · Li et al. · 2017 [cited by applicant]
US 9839844B2 · Dunstan et al. · 2017 [cited by applicant]
US 9883838B2 · Kaleal, III et al. · 2018 [cited by applicant]
US 9898742B2 · Higgins et al. · 2018 [cited by applicant]
US 9898849B2 · Du et al. · 2018 [cited by applicant]
US 9911073B1 · Spiegel et al. · 2018 [cited by applicant]
US 9936165B2 · Li et al. · 2018 [cited by applicant]
US 9959037B2 · Chaudhri et al. · 2018 [cited by applicant]
US 9965801B1 · Wishne et al. · 2018 [cited by applicant]
US 9980100B1 · Charlton et al. · 2018 [cited by applicant]
US 9990373B2 · Fortkort · 2018 [cited by applicant]
US 10039988B2 · Lobb et al. · 2018 [cited by applicant]
US 10097492B2 · Tsuda et al. · 2018 [cited by applicant]
US 10102423B2 · Shaburov et al. · 2018 [cited by applicant]
US 10109315B2 · Saban et al. · 2018 [cited by applicant]
US 10116598B2 · Tucker et al. · 2018 [cited by applicant]
US 10155168B2 · Blackstock et al. · 2018 [cited by applicant]
US 10158589B2 · Collet et al. · 2018 [cited by applicant]
US 10176636B1 · Neustein et al. · 2019 [cited by applicant]
US 10217286B1 · Angel et al. · 2019 [cited by applicant]
US 10242477B1 · Charlton et al. · 2019 [cited by applicant]
US 10242503B2 · McPhee et al. · 2019 [cited by applicant]
US 10262250B1 · Spiegel et al. · 2019 [cited by applicant]
US 10282057B1 · Binder et al. · 2019 [cited by applicant]
US 10284508B1 · Allen et al. · 2019 [cited by applicant]
US 10348662B2 · Baldwin et al. · 2019 [cited by applicant]
US 10362219B2 · Wilson et al. · 2019 [cited by applicant]
US 10402689B1 · Bogdanovych et al. · 2019 [cited by applicant]
US 10432559B2 · Baldwin et al. · 2019 [cited by applicant]
US 10439972B1 · Spiegel et al. · 2019 [cited by applicant]
US 10454857B1 · Blackstock et al. · 2019 [cited by applicant]
US 10475225B2 · Park et al. · 2019 [cited by applicant]
US 10504266B2 · Blattner et al. · 2019 [cited by applicant]
US 10509466B1 · Miller et al. · 2019 [cited by applicant]
US 10514876B2 · Sehn · 2019 [cited by applicant]
US 10529137B1 · Black et al. · 2020 [cited by applicant]
US 10573048B2 · Ni et al. · 2020 [cited by applicant]
US 10579869B1 · Xiong et al. · 2020 [cited by applicant]
US 10607411B1 · Pezzino et al. · 2020 [cited by applicant]
US 10614855B2 · Huang · 2020 [cited by applicant]
US 10656797B1 · Alvi et al. · 2020 [cited by applicant]
US 10657695B2 · Chand et al. · 2020 [cited by applicant]
US 10657701B2 · Osman et al. · 2020 [cited by applicant]
US 10699104B2 · Xu et al. · 2020 [cited by applicant]
US 10748347B1 · Li et al. · 2020 [cited by applicant]
US 10762174B2 · Denton et al. · 2020 [cited by applicant]
US 10805248B2 · Luo et al. · 2020 [cited by applicant]
US 10835828B1 · Pather et al. · 2020 [cited by applicant]
US 10861248B2 · Scapel et al. · 2020 [cited by applicant]
US 10872451B2 · Sheth et al. · 2020 [cited by applicant]
US 10880246B2 · Baldwin et al. · 2020 [cited by applicant]
US 10895964B1 · Grantham et al. · 2021 [cited by applicant]
US 10896534B1 · Smith et al. · 2021 [cited by applicant]
US 10933311B2 · Brody et al. · 2021 [cited by applicant]
US 10938758B2 · Allen et al. · 2021 [cited by applicant]
US 10958608B1 · Allen et al. · 2021 [cited by applicant]
US 10962809B1 · Castañeda · 2021 [cited by applicant]
US 10964082B2 · Amitay et al. · 2021 [cited by applicant]
US 10979752B1 · Brody et al. · 2021 [cited by applicant]
US 10984575B2 · Assouline et al. · 2021 [cited by applicant]
US 10992619B2 · Antmen et al. · 2021 [cited by applicant]
US 10996846B2 · Robertson et al. · 2021 [cited by applicant]
US 10997787B2 · Ge et al. · 2021 [cited by applicant]
US 11010022B2 · Alvi et al. · 2021 [cited by applicant]
US 11012390B1 · Al Majid et al. · 2021 [cited by applicant]
US 11030454B1 · Xiong et al. · 2021 [cited by applicant]
US 11030789B2 · Chand et al. · 2021 [cited by applicant]
US 11030807B2 · Watts et al. · 2021 [cited by applicant]
US 11036368B1 · Al Majid et al. · 2021 [cited by applicant]
US 11036781B1 · Baril et al. · 2021 [cited by applicant]
US 11062498B1 · Voss et al. · 2021 [cited by applicant]
US 11063891B2 · Voss · 2021 [cited by applicant]
US 11069103B1 · Blackstock et al. · 2021 [cited by applicant]
US 11080917B2 · Monroy-hernández et al. · 2021 [cited by applicant]
US 11087728B1 · Canberk et al. · 2021 [cited by applicant]
US 11092998B1 · Castañeda et al. · 2021 [cited by applicant]
US 11106342B1 · Al Majid et al. · 2021 [cited by applicant]
US 11126206B2 · Meisenholder et al. · 2021 [cited by applicant]
US 11128586B2 · Al Majid et al. · 2021 [cited by applicant]
US 11143867B2 · Rodriguez, II · 2021 [cited by applicant]
US 11169600B1 · Canberk et al. · 2021 [cited by applicant]
US 11182615B2 · Lin et al. · 2021 [cited by applicant]
US 11188190B2 · Blackstock et al. · 2021 [cited by applicant]
US 11189070B2 · Jahangiri et al. · 2021 [cited by applicant]
US 11199957B1 · Alvi et al. · 2021 [cited by applicant]
US 11202017B2 · Holzer et al. · 2021 [cited by applicant]
US 11218433B2 · Baldwin et al. · 2022 [cited by applicant]
US 11227626B1 · Krishnan Gorumkonda et al. · 2022 [cited by applicant]
US 11229849B2 · Blackstock et al. · 2022 [cited by applicant]
US 11245658B2 · Grantham et al. · 2022 [cited by applicant]
US 11249614B2 · Brody · 2022 [cited by applicant]
US 11263254B2 · Baril et al. · 2022 [cited by applicant]
US 11263821B1 · Singh et al. · 2022 [cited by applicant]
US 11270491B2 · Monroy-Hernández et al. · 2022 [cited by applicant]
US 11284144B2 · Kotsopoulos et al. · 2022 [cited by applicant]
US 11307747B2 · Dancie et al. · 2022 [cited by applicant]
US 11393133B2 · El Kaliouby et al. · 2022 [cited by applicant]
US 11531402B1 · Stolzenberg · 2022 [cited by applicant]
US 11546505B2 · Canberk · 2023 [cited by applicant]
US 11636662B2 · Berger et al. · 2023 [cited by applicant]
US 11651572B2 · Berger et al. · 2023 [cited by applicant]
US 11670059B2 · Berger et al. · 2023 [cited by applicant]
US 11673054B2 · Berger et al. · 2023 [cited by applicant]
US 11734866B2 · Berger et al. · 2023 [cited by applicant]
US 11790531B2 · Dudovitch et al. · 2023 [cited by applicant]
US 11900506B2 · Berger et al. · 2024 [cited by applicant]
US 11983826B2 · Berger et al. · 2024 [cited by applicant]
US 12056832B2 · Berger et al. · 2024 [cited by applicant]
US 12100156B2 · Dudovitch et al. · 2024 [cited by applicant]
US 12148108B2 · Berger et al. · 2024 [cited by applicant]
US 12198664B2 · Berger et al. · 2025 [cited by applicant]
US 20020067362A1 · Agostino Nocera et al. · 2002 [cited by applicant]
US 20020169644A1 · Greene · 2002 [cited by applicant]
US 20050162419A1 · Kim et al. · 2005 [cited by applicant]
US 20050206610A1 · Cordelli · 2005 [cited by applicant]
US 20060197779A1 · Gossman et al. · 2006 [cited by applicant]
US 20060294465A1 · Ronen et al. · 2006 [cited by applicant]
US 20070113181A1 · Blattner et al. · 2007 [cited by applicant]
US 20070168863A1 · Blattner et al. · 2007 [cited by applicant]
US 20070176921A1 · Iwasaki et al. · 2007 [cited by applicant]
US 20080158222A1 · Li et al. · 2008 [cited by applicant]
US 20090012788A1 · Gilbert et al. · 2009 [cited by applicant]
US 20090016617A1 · Bregman-Amitai et al. · 2009 [cited by applicant]
US 20090055484A1 · Vuong et al. · 2009 [cited by applicant]
US 20090070688A1 · Gyorfi et al. · 2009 [cited by applicant]
US 20090099925A1 · Mehta et al. · 2009 [cited by applicant]
US 20090106672A1 · Burstrom · 2009 [cited by applicant]
US 20090158170A1 · Narayanan et al. · 2009 [cited by applicant]
US 20090177976A1 · Bokor et al. · 2009 [cited by applicant]
US 20090202114A1 · Morin et al. · 2009 [cited by applicant]
US 20090231356A1 · Barnes et al. · 2009 [cited by applicant]
US 20090265604A1 · Howard et al. · 2009 [cited by applicant]
US 20090300525A1 · Jolliff et al. · 2009 [cited by applicant]
US 20090303984A1 · Clark et al. · 2009 [cited by applicant]
US 20100011422A1 · Mason et al. · 2010 [cited by applicant]
US 20100023885A1 · Reville et al. · 2010 [cited by applicant]
US 20100115426A1 · Liu et al. · 2010 [cited by applicant]
US 20100162149A1 · Sheleheda et al. · 2010 [cited by applicant]
US 20100173709A1 · Horovitz et al. · 2010 [cited by applicant]
US 20100203968A1 · Gill et al. · 2010 [cited by applicant]
US 20100227682A1 · Reville et al. · 2010 [cited by applicant]
US 20110007174A1 · Bacivarov et al. · 2011 [cited by applicant]
US 20110093780A1 · Dunn · 2011 [cited by applicant]
US 20110115798A1 · Nayar et al. · 2011 [cited by applicant]
US 20110148864A1 · Lee et al. · 2011 [cited by applicant]
US 20110239136A1 · Goldman et al. · 2011 [cited by applicant]
US 20110294564A1 · Michelstein et al. · 2011 [cited by applicant]
US 20110298897A1 · Sareen et al. · 2011 [cited by applicant]
US 20110301934A1 · Tardif · 2011 [cited by applicant]
US 20120113106A1 · Choi et al. · 2012 [cited by applicant]
US 20120124458A1 · Cruzada · 2012 [cited by applicant]
US 20120130717A1 · Xu et al. · 2012 [cited by applicant]
US 20130103760A1 · Golding et al. · 2013 [cited by applicant]
US 20130113830A1 · Suzuki · 2013 [cited by examiner]
US 20130147933A1 · Kulas · 2013 [cited by applicant]
US 20130185679A1 · Fretwell et al. · 2013 [cited by applicant]
US 20130201187A1 · Tong et al. · 2013 [cited by applicant]
US 20130249948A1 · Reitan · 2013 [cited by applicant]
US 20130257877A1 · Davis · 2013 [cited by applicant]
US 20130293530A1 · Perez et al. · 2013 [cited by applicant]
US 20140010449A1 · Haaramo et al. · 2014 [cited by applicant]
US 20140043329A1 · Wang et al. · 2014 [cited by applicant]
US 20140055554A1 · Du et al. · 2014 [cited by applicant]
US 20140125678A1 · Wang et al. · 2014 [cited by applicant]
US 20140129343A1 · Finster et al. · 2014 [cited by applicant]
US 20140171036A1 · Simmons · 2014 [cited by applicant]
US 20140176565A1 · Adeyoola et al. · 2014 [cited by applicant]
US 20140226000A1 · Vilcovsky et al. · 2014 [cited by applicant]
US 20140244447A1 · Kim et al. · 2014 [cited by applicant]
US 20150120293A1 · Wohlert et al. · 2015 [cited by applicant]
US 20150206349A1 · Rosenthal et al. · 2015 [cited by applicant]
US 20150287403A1 · Holzer Zaslansky et al. · 2015 [cited by applicant]
US 20150370320A1 · Connor · 2015 [cited by applicant]
US 20160055370A1 · Garcia · 2016 [cited by applicant]
US 20160127710A1 · Saban et al. · 2016 [cited by applicant]
US 20160134840A1 · Mcculloch · 2016 [cited by applicant]
US 20160234149A1 · Tsuda et al. · 2016 [cited by applicant]
US 20160343164A1 · Urbach et al. · 2016 [cited by applicant]
US 20170080346A1 · Abbas · 2017 [cited by applicant]
US 20170087473A1 · Siegel et al. · 2017 [cited by applicant]
US 20170091535A1 · Yu et al. · 2017 [cited by applicant]
US 20170091570A1 · Rao et al. · 2017 [cited by applicant]
US 20170113140A1 · Blackstock et al. · 2017 [cited by applicant]
US 20170118145A1 · Aittoniemi et al. · 2017 [cited by applicant]
US 20170123487A1 · Hazra et al. · 2017 [cited by applicant]
US 20170199855A1 · Fishbeck · 2017 [cited by applicant]
US 20170235848A1 · Van Deusen et al. · 2017 [cited by applicant]
US 20170256084A1 · Iglehart et al. · 2017 [cited by applicant]
US 20170272651A1 · Mathy et al. · 2017 [cited by applicant]
US 20170277684A1 · Dharmarajan Mary · 2017 [cited by applicant]
US 20170277685A1 · Takumi · 2017 [cited by applicant]
US 20170310934A1 · Du et al. · 2017 [cited by applicant]
US 20170312634A1 · Ledoux et al. · 2017 [cited by applicant]
US 20170337693A1 · Baruch · 2017 [cited by applicant]
US 20170351910A1 · Elwazer et al. · 2017 [cited by applicant]
US 20180032818A1 · Abraham et al. · 2018 [cited by applicant]
US 20180047200A1 · O'hara et al. · 2018 [cited by applicant]
US 20180089883A1 · De Goes et al. · 2018 [cited by applicant]
US 20180101510A1 · Taylor · 2018 [cited by applicant]
US 20180113587A1 · Allen et al. · 2018 [cited by applicant]
US 20180115503A1 · Baldwin et al. · 2018 [cited by applicant]
US 20180129870A1 · Bacivarov et al. · 2018 [cited by applicant]
US 20180158370A1 · Pryor · 2018 [cited by applicant]
US 20180182171A1 · Lipner · 2018 [cited by applicant]
US 20180198743A1 · Blackstock et al. · 2018 [cited by applicant]
US 20180240280A1 · Chen et al. · 2018 [cited by applicant]
US 20180286083A1 · Jeon et al. · 2018 [cited by applicant]
US 20180315076A1 · Andreou · 2018 [cited by applicant]
US 20180315133A1 · Brody et al. · 2018 [cited by applicant]
US 20180315134A1 · Amitay et al. · 2018 [cited by applicant]
US 20180330152A1 · Mittelstaedt et al. · 2018 [cited by applicant]
US 20190001223A1 · Blackstock et al. · 2019 [cited by applicant]
US 20190035153A1 · Dange · 2019 [cited by applicant]
US 20190050427A1 · Wiesel et al. · 2019 [cited by applicant]
US 20190057616A1 · Cohen et al. · 2019 [cited by applicant]
US 20190080457A1 · Shukla et al. · 2019 [cited by applicant]
US 20190097958A1 · Collet et al. · 2019 [cited by applicant]
US 20190116322A1 · Holzer et al. · 2019 [cited by applicant]
US 20190121522A1 · Davis et al. · 2019 [cited by applicant]
US 20190130652A1 · Yu et al. · 2019 [cited by applicant]
US 20190138796A1 · Nakata et al. · 2019 [cited by applicant]
US 20190188920A1 · Mcphee et al. · 2019 [cited by applicant]
US 20190196698A1 · Cohen et al. · 2019 [cited by applicant]
US 20190205627A1 · De La Torre et al. · 2019 [cited by applicant]
US 20190280997A1 · Baldwin et al. · 2019 [cited by applicant]
US 20190325279A1 · Wang et al. · 2019 [cited by applicant]
US 20190325631A1 · Cao et al. · 2019 [cited by applicant]
US 20190347803A1 · Lim et al. · 2019 [cited by applicant]
US 20190371028A1 · Harrises et al. · 2019 [cited by applicant]
US 20200005544A1 · Kim · 2020 [cited by examiner]
US 20200019364A1 · Pond · 2020 [cited by applicant]
US 20200021752A1 · Holzer et al. · 2020 [cited by applicant]
US 20200066044A1 · Stahl et al. · 2020 [cited by applicant]
US 20200066052A1 · Antonsen et al. · 2020 [cited by applicant]
US 20200117938A1 · Greenberger et al. · 2020 [cited by applicant]
US 20200151807A1 · Zhou et al. · 2020 [cited by applicant]
US 20200219295A1 · El Kaliouby et al. · 2020 [cited by applicant]
US 20200228729A1 · Okuno et al. · 2020 [cited by applicant]
US 20200302175A1 · Mason · 2020 [cited by applicant]
US 20200306637A1 · Baldwin et al. · 2020 [cited by applicant]
US 20200344407A1 · Ono et al. · 2020 [cited by applicant]
US 20200372127A1 · Denton et al. · 2020 [cited by applicant]
US 20200410575A1 · Grantham et al. · 2020 [cited by applicant]
US 20210011612A1 · Dancie et al. · 2021 [cited by applicant]
US 20210027100A1 · Bogdanovych et al. · 2021 [cited by applicant]
US 20210074016A1 · Li et al. · 2021 [cited by applicant]
US 20210074047A1 · Sheth et al. · 2021 [cited by applicant]
US 20210089179A1 · Grantham et al. · 2021 [cited by applicant]
US 20210104087A1 · Smith et al. · 2021 [cited by applicant]
US 20210118237A1 · Hou · 2021 [cited by examiner]
US 20210166732A1 · Shaburova et al. · 2021 [cited by applicant]
US 20210168108A1 · Antmen et al. · 2021 [cited by applicant]
US 20210170270A1 · Brody et al. · 2021 [cited by applicant]
US 20210174034A1 · Retek et al. · 2021 [cited by applicant]
US 20210174592A1 · Zhang et al. · 2021 [cited by applicant]
US 20210192823A1 · Amitay et al. · 2021 [cited by applicant]
US 20210209825A1 · Assouline et al. · 2021 [cited by applicant]
US 20210225058A1 · Chand et al. · 2021 [cited by applicant]
US 20210240315A1 · Alvi et al. · 2021 [cited by applicant]
US 20210241529A1 · Cowburn et al. · 2021 [cited by applicant]
US 20210243482A1 · Baril et al. · 2021 [cited by applicant]
US 20210243503A1 · Kotsopoulos et al. · 2021 [cited by applicant]
US 20210266277A1 · Allen et al. · 2021 [cited by applicant]
US 20210281897A1 · Brody et al. · 2021 [cited by applicant]
US 20210285774A1 · Collins et al. · 2021 [cited by applicant]
US 20210287274A1 · Nguyen et al. · 2021 [cited by applicant]
US 20210303075A1 · Cowburn et al. · 2021 [cited by applicant]
US 20210303077A1 · Anvaripour et al. · 2021 [cited by applicant]
US 20210303140A1 · Mourkogiannis · 2021 [cited by applicant]
US 20210303855A1 · Anvaripour et al. · 2021 [cited by applicant]
US 20210306290A1 · Voss · 2021 [cited by applicant]
US 20210306451A1 · Heikkinen et al. · 2021 [cited by applicant]
US 20210375320A1 · Wong et al. · 2021 [cited by applicant]
US 20210382564A1 · Blachly et al. · 2021 [cited by applicant]
US 20210385180A1 · Al Majid et al. · 2021 [cited by applicant]
US 20210397000A1 · Rodriguez, II · 2021 [cited by applicant]
US 20210398095A1 · Mallett et al. · 2021 [cited by applicant]
US 20210405761A1 · Canberk · 2021 [cited by applicant]
US 20210405831A1 · Mourkogiannis et al. · 2021 [cited by applicant]
US 20210409535A1 · Mourkogiannis et al. · 2021 [cited by applicant]
US 20220012929A1 · Blackstock et al. · 2022 [cited by applicant]
US 20220083768A1 · Johnson et al. · 2022 [cited by applicant]
US 20220101417A1 · Boscolo et al. · 2022 [cited by applicant]
US 20220108470A1 · Brown et al. · 2022 [cited by applicant]
US 20220188539A1 · Chan et al. · 2022 [cited by applicant]
US 20220206588A1 · Canberk et al. · 2022 [cited by applicant]
US 20220237799A1 · Price et al. · 2022 [cited by applicant]
US 20220270261A1 · Dudovitch et al. · 2022 [cited by applicant]
US 20220270265A1 · Dudovitch et al. · 2022 [cited by applicant]
US 20220300730A1 · Eirinberg et al. · 2022 [cited by applicant]
US 20220300731A1 · Eirinberg et al. · 2022 [cited by applicant]
Cited By (1)
US 12,670,643