IP Library Granted Patent US 12,590,799
Granted Patent B2
US 12,590,799 · App. 18/051,255 · Granted Mar 31, 2026

Systems and methods for estimating depth from projected texture using camera arrays

Inventors: Kartik Venkataraman (San Jose, CA); Jacques Duparré (Jena, DE)
Assignee: Adeia Imaging LLC
G01B11/22G01B11/2545G06T7/40G06T7/521G06T7/557G06T7/596G06T2207/10024
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 12,590,799
App. No.
18/051,255
Granted
Mar 31, 2026
Kind
B2
Abstract

Systems and methods for estimating depth from projected texture using camera arrays are described. A camera array includes a conventional camera and at least one two-dimensional array of cameras, where the conventional camera has a higher resolution than the cameras in the at least one two-dimensional array of cameras, an illumination system configured to illuminate a scene with a projected texture, where an image processing pipeline application directs the processor to: utilize the illumination system controller application to control the illumination system to illuminate a scene with a projected texture, capture a set of images of the scene illuminated with the projected texture, and determining depth estimates for pixel locations in an image from a reference viewpoint using at least a subset of the set of images.

Claims (91)

1 . A system incorporating a camera array capable of estimating depth information using projected texture, comprising:

an illumination system configured to project texture;

a camera array comprising:

a first sub-array comprising a first camera; and

a second sub-array comprising a second camera;

wherein the first sub-array and the second-sub array are located in complementary occlusion zones around the illumination system, such that the first sub-array and second sub-array are distributed on opposite sides of the illumination system, such that when a projected texture is occluded from cameras in the first sub-array, the projected texture is in a field of view of at least one camera in the second sub-array; and

wherein at least one of the cameras in the array of cameras is a camera capable of acquiring color images;

a processor; and

memory containing an image processing application;

wherein the image processing application directs the processor to:

direct the illumination system to illuminate a scene with a projected texture;

capture, using the camera array, a set of images of the scene illuminated with the projected texture, where the set of images includes images captured by the first and second cameras;

generate a map of depth information by measuring disparity observed between images in the set of images;

generate image data concerning natural texture of the scene based upon at least an image captured by the camera that is capable of capturing color images when the scene is not illuminated with projected texture;

register the map of depth information with respect to the image data concerning natural texture of the scene captured by the camera capable of capturing color images;

generate 3D image data using the image data concerning natural texture of the scene and the registered map of depth information; and

render an image for display using the 3D image data.

2 . The system of claim 1 , wherein the image processing application further directs the processor to generate the 3D image data by generating a mesh for at least a portion of the scene visible within the image captured by the camera that is capable of capturing color images, where the mesh is generated using the map of depth information.

3 . The system of claim 1 , wherein the first and second cameras have a lower resolution than the camera capable of acquiring color images.

4 . The system of claim 1 , wherein the camera capable of acquiring color images incorporates a Bayer filter.

5 . The system of claim 4 , wherein the first and second cameras are monochrome cameras.

6 . The system of claim 5 , wherein the first camera and the second camera are capable of imaging portions of the infrared (IR) spectrum.

7 . The system of claim 1 , wherein the image processing application further directs the processor to generate the map of depth information by:

determining depth estimates for pixel locations from a reference viewpoint using at least a subset of the set of images, wherein generating a depth estimate for a given pixel location from the reference viewpoint comprises:

identifying pixels in the at least a subset of the set of images that correspond to the given pixel location from the reference viewpoint based upon expected disparity at a plurality of depths;

comparing a similarity of the corresponding pixels identified at each of the plurality of depths; and

selecting the depth from the plurality of depths at which the identified corresponding pixels have the highest degree of similarity as a depth estimate for the given pixel location from the reference viewpoint.

8 . The system of claim 1 , wherein the camera array further comprises a third sub-array and a fourth sub-array located in additional complementary occlusion zones around the illumination system such that the third sub-array and the fourth sub-array are distributed on either side of the illumination system.

9 . The system of claim 1 , wherein a portion of the scene that is not visible within a field of view of the first camera is visible within a field of view of the second camera.

10 . The system of claim 1 , wherein registering the map of depth information with respect to the field of view of the image captured by the camera capable of capturing color images comprises reprojecting the map of depth information into the field of view of the camera capable of capturing color images.

11 . A system incorporating a camera array capable of estimating depth information using projected texture, comprising:

an illumination system configured to project texture;

a camera array comprising:

a first sub-array comprising a first camera; and

a second sub-array comprising a second camera;

wherein the first sub-array and the second-sub array are located in complementary occlusion zones around the illumination system such that the first sub-array and second sub-array are distributed on opposite sides of the illumination system such that when a projected texture is occluded from cameras in the first sub-array, the projected texture is in a field of view of at least one camera in the second sub-array; and

wherein at least one of the cameras in the array of cameras is a camera capable of acquiring color images;

a processor; and

memory containing an image processing application;

wherein the image processing application directs the processor to:

direct the illumination system to illuminate a scene with a projected texture;

capture, using the camera array, a set of images of the scene illuminated with the projected texture, where the set of images includes images captured by the first and second cameras;

generate a map of depth information by measuring disparity observed between images in the set of images;

generate image data concerning natural texture of the scene based upon at least an image captured by the camera that is capable of capturing color images when the scene is not illuminated with projected texture;

register the map of depth information with respect to the image data concerning natural texture of the scene captured by the camera capable of capturing color images;

generate 3D image data using the image data concerning natural texture of the scene and the registered map of depth information;

render an image for display using the 3D image data; and

display the rendered image.

12 . The system of claim 11 , wherein the image processing application further directs the processor to generate the 3D image data by generating a mesh for at least a portion of the scene visible within the image captured by the camera that is capable of capturing color images, where the mesh is generated using the map of depth information.

13 . The system of claim 11 , wherein the first and second cameras have a lower resolution than the camera capable of acquiring color images.

14 . The system of claim 11 , wherein the camera capable of acquiring color images incorporates a Bayer filter.

15 . The system of claim 14 , wherein the first and second cameras are monochrome cameras.

16 . The system of claim 15 , wherein the first camera and the second camera are capable of imaging portions of the infrared (IR) spectrum.

17 . The system of claim 11 , wherein the image processing application further directs the processor to generate the map of depth information by:

determining depth estimates for pixel locations from a reference viewpoint using at least a subset of the set of images, wherein generating a depth estimate for a given pixel location from the reference viewpoint comprises:

identifying pixels in the at least a subset of the set of images that correspond to the given pixel location from the reference viewpoint based upon expected disparity at a plurality of depths;

comparing a similarity of the corresponding pixels identified at each of the plurality of depths; and

selecting the depth from the plurality of depths at which the identified corresponding pixels have the highest degree of similarity as a depth estimate for the given pixel location from the reference viewpoint.

18 . The system of claim 11 , wherein the camera array further comprises a third sub-array and a fourth sub-array located in additional complementary occlusion zones around the illumination system such that the third sub-array and the fourth sub-array are distributed on either side of the illumination system.

19 . The system of claim 11 , wherein a portion of the scene that is not visible within a field of view of the first camera is visible within a field of view of the second camera.

20 . The system of claim 11 , wherein registering the map of depth information with respect to the field of view of the image captured by the camera capable of capturing color images comprises reprojecting the map of depth information into the field of view of the camera capable of capturing color images.

21 . A system incorporating a camera array capable of estimating depth information using projected texture, comprising:

an illumination system configured to project texture;

a camera array comprising:

a first sub-array comprising a first camera; and

a second sub-array comprising a second camera;

wherein the first sub-array and the second-sub array are located in complementary occlusion zones around the illumination system such that the first sub-array and second sub-array are distributed on opposite sides of the illumination system such that when a projected texture is occluded from cameras in the first sub-array, the projected texture is in a field of view of at least one camera in the second sub-array; and

wherein at least one of the cameras in the array of cameras is a camera capable of acquiring color images;

a processor; and

memory containing an image processing application;

wherein the image processing application directs the processor to:

direct the illumination system to illuminate a scene with a projected texture;

capture, using the camera array, a set of images of the scene illuminated with the projected texture, where the set of images includes images captured by the first and second cameras;

generate a map of depth information by measuring disparity observed between images in the set of images of the scene;

generate image data concerning natural texture of the scene based upon an image captured by the camera that is capable of capturing color images when the scene is not illuminated with projected texture;

register the map of depth information with respect to the image data concerning natural texture of the scene captured by the camera capable of capturing color images;

generate a mesh for at least a portion of the scene visible within the image captured by the camera that is capable of capturing color images, where the mesh is generated using the registered map of depth information;

render an image for display using the mesh and the image data concerning natural texture of the scene; and

display the rendered image.

22 . The system of claim 21 , wherein the first and second cameras have a lower resolution than the camera capable of acquiring color images.

23 . The system of claim 21 , wherein the camera capable of acquiring color images incorporates a Bayer filter.

24 . The system of claim 23 , wherein the first and second cameras are monochrome cameras.

25 . The system of claim 24 , wherein the first camera and the second camera are capable of imaging portions of the infrared (IR) spectrum.

26 . The system of claim 21 , wherein the image processing application further directs the processor to generate the map of depth information by:

determining depth estimates for pixel locations from a reference viewpoint using at least a subset of the set of images, wherein generating a depth estimate for a given pixel location from the reference viewpoint comprises:

identifying pixels in the at least a subset of the set of images that correspond to the given pixel location from the reference viewpoint based upon expected disparity at a plurality of depths;

comparing a similarity of the corresponding pixels identified at each of the plurality of depths; and

selecting the depth from the plurality of depths at which the identified corresponding pixels have the highest degree of similarity as a depth estimate for the given pixel location from the reference viewpoint.

27 . The system of claim 21 , wherein the camera array further comprises a third sub-array and a fourth sub-array located in additional complementary occlusion zones around the illumination system such that the third sub-array and the fourth sub-array s are distributed on either side of the illumination system.

28 . The system of claim 21 , wherein a portion of the scene that is not visible within a field of view of the first camera is visible within a field of view of the second camera.

29 . The system of claim 21 , wherein registering the map of depth information with respect to a field of view of the image captured by the camera capable of capturing color images comprises reprojecting the map of depth information into the field of view of the camera capable of capturing color images.

Assignments (9)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: VENKATARAMAN, KARTIK; DUPARRE, JACQUES
To: PELICAN IMAGING CORPORATION
Reel/Frame 066171/0373 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: FOTONATION CAYMAN LIMITED
To: FOTONATION LIMITED
Reel/Frame 066171/0484 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: PELICAN IMAGING CORPORATION
To: KIP PELI P1 LP
Reel/Frame 066351/0772 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: FOTONATION LIMITED
To: XPERI PRODUCT SPINCO CORPORATION
Reel/Frame 066351/0799 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: PELICAN IMAGING CORPORATION
To: FOTONATION CAYMAN LIMITED
Reel/Frame 066351/0825 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: KIP PELI P1 LP
To: PELICAN IMAGING CORPORATION
Reel/Frame 066351/0898 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: XPERI HOLDING CORPORATION
To: ADEIA IMAGING LLC
Reel/Frame 066351/0969 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2024
From: XPERI PRODUCT SPINCO CORPORATION
To: XPERI HOLDING CORPORATION
Reel/Frame 066352/0549 →
SECURITY INTEREST Recorded May 3, 2023
From: ADEIA GUIDES INC.; ADEIA IMAGING LLC; ADEIA MEDIA HOLDINGS LLC; ADEIA MEDIA SOLUTIONS INC.; ADEIA SEMICONDUCTOR ADVANCED TECHNOLOGIES INC.; ADEIA SEMICONDUCTOR BONDING TECHNOLOGIES INC.; ADEIA SEMICONDUCTOR INC.; ADEIA SEMICONDUCTOR SOLUTIONS LLC; ADEIA SEMICONDUCTOR TECHNOLOGIES LLC; ADEIA SOLUTIONS LLC
To: BANK OF AMERICA, N.A., AS COLLATERAL AGENT
Reel/Frame 063529/0272 →
Continuity (5)
Continuation 17013783 · Sep 7, 2020
Continuation 16177191 · Oct 31, 2018
Continuation 14547048 · Nov 18, 2014
Provisional Application 61905423 · Nov 18, 2013
Related Publication 20230152087A1 · May 18, 2023
References Cited (400)
US 4124798A · Thompson · 1978 [cited by applicant]
US 4198646A · Alexander et al. · 1980 [cited by applicant]
US 4323925A · Abell et al. · 1982 [cited by applicant]
US 4460449A · Montalbano · 1984 [cited by applicant]
US 4467365A · Murayama et al. · 1984 [cited by applicant]
US 4652909A · Glenn · 1987 [cited by applicant]
US 4888645A · Mitchell et al. · 1989 [cited by applicant]
US 4899060A · Lischke · 1990 [cited by applicant]
US 4962425A · Rea · 1990 [cited by applicant]
US 5005083A · Grage et al. · 1991 [cited by applicant]
US 5070414A · Tsutsumi · 1991 [cited by applicant]
US 5109425A · Lawton · 1992 [cited by applicant]
US 5144448A · Hornbaker et al. · 1992 [cited by applicant]
US 5157499A · Oguma et al. · 1992 [cited by applicant]
US 5325449A · Burt et al. · 1994 [cited by applicant]
US 5327125A · Iwase et al. · 1994 [cited by applicant]
US 5463464A · Ladewski · 1995 [cited by applicant]
US 5488674A · Burt et al. · 1996 [cited by applicant]
US 5629524A · Stettner et al. · 1997 [cited by applicant]
US 5638461A · Fridge · 1997 [cited by applicant]
US 5757425A · Barton et al. · 1998 [cited by applicant]
US 5793900A · Nourbakhsh et al. · 1998 [cited by applicant]
US 5801919A · Griencewic · 1998 [cited by applicant]
US 5808350A · Jack et al. · 1998 [cited by applicant]
US 5832312A · Rieger et al. · 1998 [cited by applicant]
US 5833507A · Woodgate et al. · 1998 [cited by applicant]
US 5880691A · Fossum et al. · 1999 [cited by applicant]
US 5911008A · Niikura et al. · 1999 [cited by applicant]
US 5933190A · Dierickx et al. · 1999 [cited by applicant]
US 5963664A · Kumar et al. · 1999 [cited by applicant]
US 5973844A · Burger · 1999 [cited by applicant]
US 6002743A · Telymonde · 1999 [cited by applicant]
US 6005607A · Uomori et al. · 1999 [cited by applicant]
US 6034690A · Gallery et al. · 2000 [cited by applicant]
US 6069351A · Mack · 2000 [cited by applicant]
US 6069365A · Chow et al. · 2000 [cited by applicant]
US 6095989A · Hay et al. · 2000 [cited by applicant]
US 6097394A · Levoy et al. · 2000 [cited by applicant]
US 6124974A · Burger · 2000 [cited by applicant]
US 6130786A · Osawa et al. · 2000 [cited by applicant]
US 6137100A · Fossum et al. · 2000 [cited by applicant]
US 6137535A · Meyers · 2000 [cited by applicant]
US 6139490A · Breidenthal et al. · 2000 [cited by applicant]
US 6141048A · Meyers · 2000 [cited by applicant]
US 6160909A · Melen · 2000 [cited by applicant]
US 6163414A · Kikuchi et al. · 2000 [cited by applicant]
US 6172352B1 · Liu · 2001 [cited by applicant]
US 6175379B1 · Uomori et al. · 2001 [cited by applicant]
US 6205241B1 · Melen · 2001 [cited by applicant]
US 6239909B1 · Hayashi et al. · 2001 [cited by applicant]
US 6292713B1 · Jouppi et al. · 2001 [cited by applicant]
US 6340994B1 · Margulis et al. · 2002 [cited by applicant]
US 6358862B1 · Ireland et al. · 2002 [cited by applicant]
US 6373518B1 · Sogawa · 2002 [cited by applicant]
US 6419638B1 · Hay et al. · 2002 [cited by applicant]
US 6443579B1 · Myers · 2002 [cited by applicant]
US 6445815B1 · Sato · 2002 [cited by applicant]
US 6476805B1 · Shum et al. · 2002 [cited by applicant]
US 6477260B1 · Shimomura · 2002 [cited by applicant]
US 6483949B1 · Yokoyama et al. · 2002 [cited by applicant]
US 6502097B1 · Chan et al. · 2002 [cited by applicant]
US 6525302B2 · Dowski, Jr. et al. · 2003 [cited by applicant]
US 6552742B1 · Seta · 2003 [cited by applicant]
US 6563537B1 · Kawamura et al. · 2003 [cited by applicant]
US 6571466B1 · Glenn et al. · 2003 [cited by applicant]
US 6603513B1 · Berezin · 2003 [cited by applicant]
US 6611289B1 · Yu et al. · 2003 [cited by applicant]
US 6627896B1 · Hashimoto et al. · 2003 [cited by applicant]
US 6628330B1 · Lin · 2003 [cited by applicant]
US 6628845B1 · Stone et al. · 2003 [cited by applicant]
US 6635941B2 · Suda · 2003 [cited by applicant]
US 6639596B1 · Shum et al. · 2003 [cited by applicant]
US 6647142B1 · Beardsley · 2003 [cited by applicant]
US 6657218B2 · Noda · 2003 [cited by applicant]
US 6671399B1 · Berestov · 2003 [cited by applicant]
US 6674892B1 · Melen · 2004 [cited by applicant]
US 6750904B1 · Lambert · 2004 [cited by applicant]
US 6765617B1 · Tangen et al. · 2004 [cited by applicant]
US 6771833B1 · Edgar · 2004 [cited by applicant]
US 6774941B1 · Boisvert et al. · 2004 [cited by applicant]
US 6788338B1 · Dinev et al. · 2004 [cited by applicant]
US 6795253B2 · Shinohara · 2004 [cited by applicant]
US 6801653B1 · Wu et al. · 2004 [cited by applicant]
US 6819328B1 · Moriwaki et al. · 2004 [cited by applicant]
US 6819358B1 · Kagle et al. · 2004 [cited by applicant]
US 6833863B1 · Clemens · 2004 [cited by applicant]
US 6879735B1 · Portniaguine et al. · 2005 [cited by applicant]
US 6897454B2 · Sasaki et al. · 2005 [cited by applicant]
US 6903770B1 · Kobayashi et al. · 2005 [cited by applicant]
US 6909121B2 · Nishikawa · 2005 [cited by applicant]
US 6917702B2 · Beardsley · 2005 [cited by applicant]
US 6927922B2 · George et al. · 2005 [cited by applicant]
US 6958862B1 · Joseph · 2005 [cited by applicant]
US 6985175B2 · Iwai et al. · 2006 [cited by applicant]
US 7015954B1 · Foote et al. · 2006 [cited by applicant]
US 7085409B2 · Sawhney et al. · 2006 [cited by applicant]
US 7161614B1 · Yamashita et al. · 2007 [cited by applicant]
US 7199348B2 · Olsen et al. · 2007 [cited by applicant]
US 7206449B2 · Raskar et al. · 2007 [cited by applicant]
US 7215364B2 · Wachtel et al. · 2007 [cited by applicant]
US 7235785B2 · Hornback et al. · 2007 [cited by applicant]
US 7245761B2 · Swaminathan et al. · 2007 [cited by applicant]
US 7262799B2 · Suda · 2007 [cited by applicant]
US 7292735B2 · Blake et al. · 2007 [cited by applicant]
US 7295697B1 · Satoh · 2007 [cited by applicant]
US 7333651B1 · Kim et al. · 2008 [cited by applicant]
US 7369165B2 · Bosco et al. · 2008 [cited by applicant]
US 7391572B2 · Jacobowitz et al. · 2008 [cited by applicant]
US 7408725B2 · Sato · 2008 [cited by applicant]
US 7425984B2 · Chen et al. · 2008 [cited by applicant]
US 7430312B2 · Gu · 2008 [cited by applicant]
US 7471765B2 · Jaffray et al. · 2008 [cited by applicant]
US 7496293B2 · Shamir et al. · 2009 [cited by applicant]
US 7564019B2 · Olsen et al. · 2009 [cited by applicant]
US 7599547B2 · Sun et al. · 2009 [cited by applicant]
US 7606484B1 · Richards et al. · 2009 [cited by applicant]
US 7620265B1 · Wolff et al. · 2009 [cited by applicant]
US 7633511B2 · Shum et al. · 2009 [cited by applicant]
US 7639435B2 · Chiang · 2009 [cited by applicant]
US 7639838B2 · Nims · 2009 [cited by applicant]
US 7646549B2 · Zalevsky et al. · 2010 [cited by applicant]
US 7657090B2 · Omatsu et al. · 2010 [cited by applicant]
US 7667824B1 · Moran · 2010 [cited by applicant]
US 7675080B2 · Boettiger · 2010 [cited by applicant]
US 7675681B2 · Tomikawa et al. · 2010 [cited by applicant]
US 7706634B2 · Schmitt et al. · 2010 [cited by applicant]
US 7723662B2 · Levoy et al. · 2010 [cited by applicant]
US 7738013B2 · Galambos et al. · 2010 [cited by applicant]
US 7741620B2 · Doering et al. · 2010 [cited by applicant]
US 7782364B2 · Smith · 2010 [cited by applicant]
US 7826153B2 · Hong · 2010 [cited by applicant]
US 7840067B2 · Shen et al. · 2010 [cited by applicant]
US 7912673B2 · Hébert et al. · 2011 [cited by applicant]
US 7924321B2 · Nayar et al. · 2011 [cited by applicant]
US 7956871B2 · Fainstain et al. · 2011 [cited by applicant]
US 7965314B1 · Miller et al. · 2011 [cited by applicant]
US 7973834B2 · Yang · 2011 [cited by applicant]
US 7986018B2 · Rennie · 2011 [cited by applicant]
US 7990447B2 · Honda et al. · 2011 [cited by applicant]
US 8000498B2 · Shih et al. · 2011 [cited by applicant]
US 8013904B2 · Tan et al. · 2011 [cited by applicant]
US 8027531B2 · Wilburn et al. · 2011 [cited by applicant]
US 8044994B2 · Vetro et al. · 2011 [cited by applicant]
US 8055466B2 · Bryll · 2011 [cited by applicant]
US 8077245B2 · Adamo et al. · 2011 [cited by applicant]
US 8089515B2 · Chebil et al. · 2012 [cited by applicant]
US 8098297B2 · Crisan et al. · 2012 [cited by applicant]
US 8098304B2 · Pinto et al. · 2012 [cited by applicant]
US 8106949B2 · Tan et al. · 2012 [cited by applicant]
US 8111910B2 · Tanaka · 2012 [cited by applicant]
US 8126279B2 · Marcellin et al. · 2012 [cited by applicant]
US 8130120B2 · Kawabata et al. · 2012 [cited by applicant]
US 8131097B2 · Lelescu et al. · 2012 [cited by applicant]
US 8149323B2 · Li et al. · 2012 [cited by applicant]
US 8164629B1 · Zhang · 2012 [cited by applicant]
US 8169486B2 · Corcoran et al. · 2012 [cited by applicant]
US 8180145B2 · Wu et al. · 2012 [cited by applicant]
US 8189065B2 · Georgiev et al. · 2012 [cited by applicant]
US 8189089B1 · Georgiev et al. · 2012 [cited by applicant]
US 8194296B2 · Compton et al. · 2012 [cited by applicant]
US 8212914B2 · Chiu · 2012 [cited by applicant]
US 8213711B2 · Tam · 2012 [cited by applicant]
US 8231814B2 · Duparre · 2012 [cited by applicant]
US 8242426B2 · Ward et al. · 2012 [cited by applicant]
US 8244027B2 · Takahashi · 2012 [cited by applicant]
US 8244058B1 · Intwala et al. · 2012 [cited by applicant]
US 8254668B2 · Mashitani et al. · 2012 [cited by applicant]
US 8279325B2 · Pitts et al. · 2012 [cited by applicant]
US 8280194B2 · Wong et al. · 2012 [cited by applicant]
US 8284240B2 · Saint-Pierre et al. · 2012 [cited by applicant]
US 8289409B2 · Chang · 2012 [cited by applicant]
US 8289440B2 · Pitts et al. · 2012 [cited by applicant]
US 8290358B1 · Georgiev · 2012 [cited by applicant]
US 8294099B2 · Blackwell, Jr. · 2012 [cited by applicant]
US 8294754B2 · Jung et al. · 2012 [cited by applicant]
US 8300085B2 · Yang et al. · 2012 [cited by applicant]
US 8305456B1 · McMahon · 2012 [cited by applicant]
US 8315476B1 · Georgiev et al. · 2012 [cited by applicant]
US 8345144B1 · Georgiev et al. · 2013 [cited by applicant]
US 8360574B2 · Ishak et al. · 2013 [cited by applicant]
US 8400555B1 · Georgiev et al. · 2013 [cited by applicant]
US 8406562B2 · Bassi et al. · 2013 [cited by applicant]
US 8411146B2 · Twede · 2013 [cited by applicant]
US 8416282B2 · Lablans · 2013 [cited by applicant]
US 8421846B2 · Nelson et al. · 2013 [cited by applicant]
US 8446492B2 · Nakano et al. · 2013 [cited by applicant]
US 8447128B2 · Kameyama · 2013 [cited by applicant]
US 8456517B2 · Spektor et al. · 2013 [cited by applicant]
US 8493496B2 · Freedman et al. · 2013 [cited by applicant]
US 8514291B2 · Chang · 2013 [cited by applicant]
US 8514491B2 · Duparre · 2013 [cited by applicant]
US 8541730B2 · Inuiya · 2013 [cited by applicant]
US 8542933B2 · Venkataraman et al. · 2013 [cited by applicant]
US 8553093B2 · Wong et al. · 2013 [cited by applicant]
US 8559705B2 · Ng · 2013 [cited by applicant]
US 8559756B2 · Georgiev et al. · 2013 [cited by applicant]
US 8565547B2 · Strandemar · 2013 [cited by applicant]
US 8576302B2 · Yoshikawa · 2013 [cited by applicant]
US 8577183B2 · Robinson · 2013 [cited by applicant]
US 8581995B2 · Lin et al. · 2013 [cited by applicant]
US 8587679B2 · Knee · 2013 [cited by applicant]
US 8619082B1 · Ciurea et al. · 2013 [cited by applicant]
US 8648918B2 · Kauker et al. · 2014 [cited by applicant]
US 8648919B2 · Mantzel et al. · 2014 [cited by applicant]
US 8655052B2 · Spooner et al. · 2014 [cited by applicant]
US 8682107B2 · Yoon et al. · 2014 [cited by applicant]
US 8687087B2 · Pertsel et al. · 2014 [cited by applicant]
US 8692893B2 · McMahon · 2014 [cited by applicant]
US 8749620B1 · Knight et al. · 2014 [cited by applicant]
US 8754941B1 · Sarwari et al. · 2014 [cited by applicant]
US 8773536B1 · Zhang · 2014 [cited by applicant]
US 8780113B1 · Ciurea et al. · 2014 [cited by applicant]
US 8804255B2 · Duparre · 2014 [cited by applicant]
US 8823813B2 · Mantzel et al. · 2014 [cited by applicant]
US 8830375B2 · Ludwig · 2014 [cited by applicant]
US 8831367B2 · Venkataraman et al. · 2014 [cited by applicant]
US 8831377B2 · Pitts et al. · 2014 [cited by applicant]
US 8836793B1 · Kriesel et al. · 2014 [cited by applicant]
US 8842201B2 · Tajiri · 2014 [cited by applicant]
US 8854462B2 · Herbin et al. · 2014 [cited by applicant]
US 8861089B2 · Duparre · 2014 [cited by applicant]
US 8866912B2 · Mullis · 2014 [cited by applicant]
US 8866920B2 · Venkataraman et al. · 2014 [cited by applicant]
US 8866951B2 · Keelan · 2014 [cited by applicant]
US 8878950B2 · Lelescu et al. · 2014 [cited by applicant]
US 8885059B1 · Venkataraman et al. · 2014 [cited by applicant]
US 8885922B2 · Ito et al. · 2014 [cited by applicant]
US 8896594B2 · Xiong et al. · 2014 [cited by applicant]
US 8896719B1 · Venkataraman et al. · 2014 [cited by applicant]
US 8902321B2 · Venkataraman et al. · 2014 [cited by applicant]
US 8928793B2 · McMahon · 2015 [cited by applicant]
US 8977038B2 · Tian et al. · 2015 [cited by applicant]
US 9001226B1 · Ng et al. · 2015 [cited by applicant]
US 9019426B2 · Han et al. · 2015 [cited by applicant]
US 9025894B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9025895B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9030528B2 · Pesach et al. · 2015 [cited by applicant]
US 9031335B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9031342B2 · Venkataraman · 2015 [cited by applicant]
US 9031343B2 · Venkataraman · 2015 [cited by applicant]
US 9036928B2 · Venkataraman · 2015 [cited by applicant]
US 9036931B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9041823B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9041824B2 · Lelescu et al. · 2015 [cited by applicant]
US 9041829B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9042667B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9047684B2 · Lelescu et al. · 2015 [cited by applicant]
US 9049367B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9055233B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9060120B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9060124B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9077893B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9094661B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9100586B2 · McMahon et al. · 2015 [cited by applicant]
US 9100635B2 · Duparre et al. · 2015 [cited by applicant]
US 9123117B2 · Ciurea et al. · 2015 [cited by applicant]
US 9123118B2 · Ciurea et al. · 2015 [cited by applicant]
US 9124815B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9124831B2 · Mullis · 2015 [cited by applicant]
US 9124864B2 · Mullis · 2015 [cited by applicant]
US 9128228B2 · Duparre · 2015 [cited by applicant]
US 9129183B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9129377B2 · Ciurea et al. · 2015 [cited by applicant]
US 9131128B2 · Meyers et al. · 2015 [cited by applicant]
US 9143711B2 · McMahon · 2015 [cited by applicant]
US 9147254B2 · Florian et al. · 2015 [cited by applicant]
US 9185276B2 · Rodda et al. · 2015 [cited by applicant]
US 9188765B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9191580B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9197821B2 · McMahon · 2015 [cited by applicant]
US 9210392B2 · Nisenzon et al. · 2015 [cited by applicant]
US 9214013B2 · Venkataraman et al. · 2015 [cited by applicant]
US 9235898B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9235900B2 · Ciurea et al. · 2016 [cited by applicant]
US 9240049B2 · Ciurea et al. · 2016 [cited by applicant]
US 9253380B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9253397B2 · Lee et al. · 2016 [cited by applicant]
US 9256974B1 · Hines · 2016 [cited by applicant]
US 9264592B2 · Rodda et al. · 2016 [cited by applicant]
US 9264610B2 · Duparre · 2016 [cited by applicant]
US 9270970B2 · Ishi · 2016 [cited by applicant]
US 9361662B2 · Lelescu et al. · 2016 [cited by applicant]
US 9374512B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9412206B2 · McMahon et al. · 2016 [cited by applicant]
US 9413953B2 · Maeda · 2016 [cited by applicant]
US 9414048B2 · Karsch et al. · 2016 [cited by applicant]
US 9426343B2 · Rodda et al. · 2016 [cited by applicant]
US 9426361B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9438888B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9445003B1 · Lelescu et al. · 2016 [cited by applicant]
US 9456134B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9456196B2 · Kim et al. · 2016 [cited by applicant]
US 9462164B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9485496B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9497370B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9497429B2 · Mullis et al. · 2016 [cited by applicant]
US 9516222B2 · Duparre et al. · 2016 [cited by applicant]
US 9519972B2 · Venkataraman et al. · 2016 [cited by applicant]
US 9521319B2 · Rodda et al. · 2016 [cited by applicant]
US 9521416B1 · McMahon et al. · 2016 [cited by applicant]
US 9536166B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9576369B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9578237B2 · Duparre et al. · 2017 [cited by applicant]
US 9578259B2 · Molina · 2017 [cited by applicant]
US 9602805B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9633442B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9635274B2 · Lin et al. · 2017 [cited by applicant]
US 9638883B1 · Duparre · 2017 [cited by applicant]
US 9661310B2 · Deng et al. · 2017 [cited by applicant]
US 9706132B2 · Nisenzon et al. · 2017 [cited by applicant]
US 9712759B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9733486B2 · Lelescu et al. · 2017 [cited by applicant]
US 9741118B2 · Mullis · 2017 [cited by applicant]
US 9743051B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9749547B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9749568B2 · McMahon · 2017 [cited by applicant]
US 9754422B2 · McMahon et al. · 2017 [cited by applicant]
US 9766380B2 · Duparre et al. · 2017 [cited by applicant]
US 9769365B1 · Jannard · 2017 [cited by applicant]
US 9774789B2 · Ciurea et al. · 2017 [cited by applicant]
US 9774831B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9787911B2 · McMahon et al. · 2017 [cited by applicant]
US 9794476B2 · Nayar et al. · 2017 [cited by applicant]
US 9800856B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9800859B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9807382B2 · Duparre et al. · 2017 [cited by applicant]
US 9811753B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9813616B2 · Lelescu et al. · 2017 [cited by applicant]
US 9813617B2 · Venkataraman et al. · 2017 [cited by applicant]
US 9826212B2 · Newton et al. · 2017 [cited by applicant]
US 9858673B2 · Ciurea et al. · 2018 [cited by applicant]
US 9864921B2 · Venkataraman et al. · 2018 [cited by applicant]
US 9888194B2 · Duparre · 2018 [cited by applicant]
US 9898856B2 · Yang et al. · 2018 [cited by applicant]
US 9917998B2 · Venkataraman et al. · 2018 [cited by applicant]
US 9924092B2 · Rodda et al. · 2018 [cited by applicant]
US 9936148B2 · McMahon · 2018 [cited by applicant]
US 9955070B2 · Lelescu et al. · 2018 [cited by applicant]
US 9986224B2 · Mullis · 2018 [cited by applicant]
US 10009538B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10019816B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10027901B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10089740B2 · Srikanth et al. · 2018 [cited by applicant]
US 10091405B2 · Molina · 2018 [cited by applicant]
US 10102673B2 · Eraker · 2018 [cited by examiner]
US 10119808B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10122993B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10127682B2 · Mullis · 2018 [cited by applicant]
US 10142560B2 · Venkataraman et al. · 2018 [cited by applicant]
US 10182216B2 · Mullis et al. · 2019 [cited by applicant]
US 10187560B2 · Chen et al. · 2019 [cited by applicant]
US 10225543B2 · Mullis · 2019 [cited by applicant]
US 10250871B2 · Ciurea et al. · 2019 [cited by applicant]
US 10261219B2 · Duparre et al. · 2019 [cited by applicant]
US 10275676B2 · Venkataraman et al. · 2019 [cited by applicant]
US 10306120B2 · Duparre · 2019 [cited by applicant]
US 10311649B2 · McMohan et al. · 2019 [cited by applicant]
US 10334241B2 · Duparre et al. · 2019 [cited by applicant]
US 10366472B2 · Lelescu et al. · 2019 [cited by applicant]
US 10375302B2 · Nayar et al. · 2019 [cited by applicant]
US 10375319B2 · Venkataraman et al. · 2019 [cited by applicant]
US 10380752B2 · Ciurea et al. · 2019 [cited by applicant]
US 10382665B2 · Sa et al. · 2019 [cited by applicant]
US 10390005B2 · Nisenzon et al. · 2019 [cited by applicant]
US 10412314B2 · McMahon et al. · 2019 [cited by applicant]
US 10430682B2 · Venkataraman et al. · 2019 [cited by applicant]
US 10455168B2 · McMahon · 2019 [cited by applicant]
US 10455218B2 · Venkataraman et al. · 2019 [cited by applicant]
US 10462362B2 · Lelescu et al. · 2019 [cited by applicant]
US 10540806B2 · Yang et al. · 2020 [cited by applicant]
US 10540818B2 · Akeley · 2020 [cited by applicant]
US 10542208B2 · Lelescu et al. · 2020 [cited by applicant]
US 10547772B2 · Molina · 2020 [cited by applicant]
US 10560684B2 · Mullis · 2020 [cited by applicant]
US 10574905B2 · Srikanth et al. · 2020 [cited by applicant]
US 10638099B2 · Mullis et al. · 2020 [cited by applicant]
US 10674138B2 · Venkataraman et al. · 2020 [cited by applicant]
US 10694114B2 · Venkataraman et al. · 2020 [cited by applicant]
US 10708492B2 · Venkataraman et al. · 2020 [cited by applicant]
US 10735635B2 · Duparre · 2020 [cited by applicant]
US 10767981B2 · Venkataraman et al. · 2020 [cited by applicant]
US 10839485B2 · Lelescu et al. · 2020 [cited by applicant]
US 10909707B2 · Ciurea et al. · 2021 [cited by applicant]
US 10958892B2 · Mullis · 2021 [cited by applicant]
US 10984276B2 · Venkataraman et al. · 2021 [cited by applicant]
US 11022725B2 · Duparre et al. · 2021 [cited by applicant]
US 11120260B2 · Guglielmo · 2021 [cited by applicant]
US 11272161B2 · Mullis · 2022 [cited by applicant]
US 11315321B2 · Lucas et al. · 2022 [cited by applicant]
US 11412158B2 · Venkataraman et al. · 2022 [cited by applicant]
US 11423513B2 · Lelescu et al. · 2022 [cited by applicant]
US 11486698B2 · Venkataraman et al. · 2022 [cited by applicant]
US 11525906B2 · Kadambi et al. · 2022 [cited by applicant]
US 11729365B2 · Venkataraman et al. · 2023 [cited by applicant]
US 11792538B2 · Venkataraman et al. · 2023 [cited by applicant]
US 11875475B2 · Lelescu et al. · 2024 [cited by applicant]
US 12002233B2 · Ciurea et al. · 2024 [cited by applicant]
US 12022207B2 · Venkataraman et al. · 2024 [cited by applicant]
US 12041360B2 · Venkataraman et al. · 2024 [cited by applicant]
US 12052409B2 · Venkataraman et al. · 2024 [cited by applicant]