IP Library Granted Patent US 12,190,542
Granted Patent B2
US 12,190,542 · App. 17/472,978 · Granted Jan 7, 2025

System and method of calibrating a directional light source relative to a camera's field of view

Inventors: Drew Anthony Schena (Portsmouth, NH); Guohua Min (Exeter, NH)
Assignee: Position Imaging, Inc.
G06T7/80G01B11/22G06T2207/10028G06T2207/10152
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Quick Facts
Patent No.
US 12,190,542
App. No.
17/472,978
Granted
Jan 7, 2025
Kind
B2
Abstract

A system and method of calibrating a light source relative to an optical device comprise virtually projecting by an image projector an image onto a three-dimensional surface of at least one object, the image comprising a virtual grid comprised of predefined points onto an area having the three-dimensional surface of at least one object, each predefined point of the virtual grid corresponding to one of a plurality of termination points of beams cast by the directional light source, at least one of the termination points of the beams are on a surface of the at least one object; simultaneously capturing by at least one optical device data for a plurality of points on the virtual grid by projecting the image into a field of view of the at least one optical device; and calibrating a location and orientation of the light source relative to the optical device using the captured data for the plurality of points.

Claims (24)

1. A method of calibrating a light source relative to an optical device, the method comprising the steps of:

virtually projecting by a directional light source an image onto a three-dimensional surface of at least one object, the image comprising a virtual grid comprised of predefined points onto an area having the three-dimensional surface of at least one object, each predefined point of the virtual grid corresponding to one of a plurality of termination points of beams cast by the directional light source, at least one of the termination points of the beams are on a surface of the at least one object;

simultaneously capturing, by at least one optical device, data for a plurality of points on the virtual grid by projecting the image into a field of view of the at least one optical device; and

calibrating the directional light source to the at least one optical device to calculate a location and orientation of the optical device using the captured data for the plurality of points, wherein the at least one optical device includes two optical devices, and wherein the step of calibrating the directional light source to the at least one optical device includes calibrating the directional light source to the two optical devices, then calculating a location and orientation of one of the two optical devices to the other of the two optical devices.

2. The method of claim 1 , further comprising the step of storing in memory, in response to determining that data in the given image is valid, a point of the plurality of points comprised of a pixel location in the given image, the data for the point found in the given image, and row and column data of the predefined point of the virtual grid at which the directional light source aimed when the light source produced the virtual grid, the data point being used to localize and orient the at least one optical device relative to a coordinate system of a gimbal of the directional light source.

3. The method of claim 2 , further comprising the steps of:

determining that the point found in the given image spans a plurality of pixel locations in the given image; and

averaging the spanned plurality of pixel locations to calculate the pixel location of the point in the given image.

4. The method of claim 1 , further comprising applying one or more filters to first and second images captured for each predefined point of the virtual grid at which the light source is aimed before comparing said first and second images.

5. The method of claim 1 wherein the projected image includes a checkerboard projection having corners that include the predefined points of the virtual grid, wherein the method further includes performing a point location measurement process on the corners of the checkerboard projection.

6. The method of claim 1 , further comprising another directional light source, wherein the at least one optical device includes three cameras that communicate with the directional light source and the other directional light source for identifying and tracking the at least one object.

7. The method of claim 6 , wherein relative locations and orientations of the directional light source, the other additional light source, and the three cameras relative to each other are calibrated after which a point cloud representing the at least one object is formed and stitched together from the calibration data of the location relationships of the apparatuses.

8. The method of claim 1 , wherein the at least one optical device includes a first camera and a second camera, and wherein calibrating the directional light source to the at least one optical device to calculate a location and orientation of the optical device comprises calibrating the first directional light source to the first camera and the second camera and determining a position and orientation of the first and second cameras relative to each other by processing the data regarding the position and orientation of the first directional light source relative to the first and second cameras.

9. The method of claim 1 , further comprising calculating a calibration matrix for calibrating the second directional light source to the first camera using a combination of data for calibrating the first directional light source to the first camera and the second camera and data for calibrating the second directional light source to the second camera.

10. A method of calibrating a light source relative to an optical device, the method comprising the steps of:

virtually projecting by a directional light source an image onto a three-dimensional surface of at least one object, the image comprising a virtual grid comprised of predefined points onto an area having the three-dimensional surface of at least one object, each predefined point of the virtual grid corresponding to one of a plurality of termination points of beams cast by the directional light source, at least one of the termination points of the beams are on a surface of the at least one object;

simultaneously capturing, by at least one optical device, data for a plurality of points on the virtual grid by projecting the image into a field of view of the at least one optical device;

calibrating the directional light source to the at least one optical device to calculate a location and orientation of the optical device using the captured data for the plurality of points; and

calculating a calibration matrix for calibrating the second directional light source to the first camera using a combination of data for calibrating the first directional light source to the first camera and the second camera and data for calibrating the second directional light source to the second camera.

11. A method of calibrating a light source relative to an optical device, the method comprising the steps of:

virtually projecting by a directional light source an image onto a three-dimensional surface of at least one object, the image comprising a virtual grid comprised of predefined points onto an area having the three-dimensional surface of at least one object, each predefined point of the virtual grid corresponding to one of a plurality of termination points of beams cast by the directional light source, at least one of the termination points of the beams are on a surface of the at least one object;

simultaneously capturing, by at least one optical device, data for a plurality of points on the virtual grid by projecting the image into a field of view of the at least one optical device;

calibrating the directional light source to the at least one optical device to calculate a location and orientation of the optical device using the captured data for the plurality of points; and

storing in memory, in response to determining that data in the given image is valid, a point of the plurality of points comprised of a pixel location in the given image, the data for the point found in the given image, and row and column data of the predefined point of the virtual grid at which the directional light source aimed when the light source produced the virtual grid, the data point being used to localize and orient the at least one optical device relative to a coordinate system of a gimbal of the directional light source.

Assignments (3)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 26, 2025
From: POSITION IMAGING, INC.
To: POSITION IMAGING IP LLC
Reel/Frame 070342/0196 →
SECURITY INTEREST Recorded Aug 23, 2023
From: POSITION IMAGING IP LLC
To: ANKURA TRUST COMPANY, LLC
Reel/Frame 064688/0851 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 18, 2022
From: SCHENA, DREW ANTHONY; MIN, GUOHUA
To: POSITION IMAGING, INC.
Reel/Frame 058678/0096 →
Continuity (3)
Continuation In Part 16437767 · Jun 11, 2019
Provisional Application 62684054 · Jun 12, 2018
Related Publication 20210407134A1 · Dec 30, 2021
References Cited (400)
US 2408122A · Wirkler · 1946 [cited by applicant]
US 3824596A · Guion et al. · 1974 [cited by applicant]
US 3940700A · Fischer · 1976 [cited by applicant]
US 4018029A · Safranski et al. · 1977 [cited by applicant]
US 4328499A · Anderson et al. · 1982 [cited by applicant]
US 4570416A · Shoenfeld · 1986 [cited by applicant]
US 5010343A · Andersson · 1991 [cited by applicant]
US 5343212A · Rose et al. · 1994 [cited by applicant]
US 5426438A · Peavey et al. · 1995 [cited by applicant]
US 5510800A · McEwan · 1996 [cited by applicant]
US 5545880A · Bu et al. · 1996 [cited by applicant]
US 5574468A · Rose · 1996 [cited by applicant]
US 5592180A · Yokev et al. · 1997 [cited by applicant]
US 5600330A · Blood · 1997 [cited by applicant]
US 5657026A · Culpepper et al. · 1997 [cited by applicant]
US 5671362A · Cowe et al. · 1997 [cited by applicant]
US 5923286A · Divakaruni · 1999 [cited by applicant]
US 5953683A · Hansen et al. · 1999 [cited by applicant]
US 6088653A · Sheikh et al. · 2000 [cited by applicant]
US 6101178A · Beal · 2000 [cited by applicant]
US 6167347A · Lin · 2000 [cited by applicant]
US 6255991B1 · Hedin · 2001 [cited by applicant]
US 6285916B1 · Kadaba et al. · 2001 [cited by applicant]
US 6292750B1 · Lin · 2001 [cited by applicant]
US 6409687B1 · Foxlin · 2002 [cited by applicant]
US 6417802B1 · Diesel · 2002 [cited by applicant]
US 6492905B2 · Mathias et al. · 2002 [cited by applicant]
US 6496778B1 · Lin · 2002 [cited by applicant]
US 6512748B1 · Mizuki et al. · 2003 [cited by applicant]
US 6593885B2 · Wisherd et al. · 2003 [cited by applicant]
US 6619550B1 · Good et al. · 2003 [cited by applicant]
US 6630904B2 · Gustafson et al. · 2003 [cited by applicant]
US 6634804B1 · Toste et al. · 2003 [cited by applicant]
US 6683568B1 · James et al. · 2004 [cited by applicant]
US 6697736B2 · Lin · 2004 [cited by applicant]
US 6720920B2 · Breed et al. · 2004 [cited by applicant]
US 6721657B2 · Ford et al. · 2004 [cited by applicant]
US 6744436B1 · Chirieleison, Jr. et al. · 2004 [cited by applicant]
US 6750816B1 · Kunysz · 2004 [cited by applicant]
US 6861982B2 · Forstrom et al. · 2005 [cited by applicant]
US 6867774B1 · Halmshaw et al. · 2005 [cited by applicant]
US 6988079B1 · Or-Bach et al. · 2006 [cited by applicant]
US 6989789B2 · Ferreol et al. · 2006 [cited by applicant]
US 7009561B2 · Menache et al. · 2006 [cited by applicant]
US 7104453B1 · Zhu et al. · 2006 [cited by applicant]
US 7143004B2 · Townsend et al. · 2006 [cited by applicant]
US 7168618B2 · Schwartz · 2007 [cited by applicant]
US 7190309B2 · Hill · 2007 [cited by applicant]
US 7193559B2 · Ford et al. · 2007 [cited by applicant]
US 7236091B2 · Kiang et al. · 2007 [cited by applicant]
US 7292189B2 · Orr et al. · 2007 [cited by applicant]
US 7295925B2 · Breed et al. · 2007 [cited by applicant]
US 7315281B2 · Dejanovic et al. · 2008 [cited by applicant]
US 7336078B1 · Merewether et al. · 2008 [cited by applicant]
US 7353994B2 · Farrall et al. · 2008 [cited by applicant]
US 7407100B2 · Guyett et al. · 2008 [cited by applicant]
US 7409290B2 · Lin · 2008 [cited by applicant]
US 7443342B2 · Shirai et al. · 2008 [cited by applicant]
US 7499711B2 · Hoctor et al. · 2009 [cited by applicant]
US 7533569B2 · Sheynblat · 2009 [cited by applicant]
US 7612715B2 · Macleod · 2009 [cited by applicant]
US 7646330B2 · Karr · 2010 [cited by applicant]
US 7689465B1 · Shakes et al. · 2010 [cited by applicant]
US 7844507B2 · Levy · 2010 [cited by applicant]
US 7868760B2 · Smith et al. · 2011 [cited by applicant]
US 7876268B2 · Jacobs · 2011 [cited by applicant]
US 7933730B2 · Li et al. · 2011 [cited by applicant]
US 7995109B2 · Kamada et al. · 2011 [cited by applicant]
US 8009918B2 · Van Droogenbroeck et al. · 2011 [cited by applicant]
US 8189855B2 · Opalach et al. · 2012 [cited by applicant]
US 8201737B1 · Palacios Durazo et al. · 2012 [cited by applicant]
US 8219438B1 · Moon et al. · 2012 [cited by applicant]
US 8269624B2 · Chen et al. · 2012 [cited by applicant]
US 8295542B2 · Albertson et al. · 2012 [cited by applicant]
US 8334513B1 · Garvey, III et al. · 2012 [cited by applicant]
US 8406470B2 · Jones et al. · 2013 [cited by applicant]
US 8457655B2 · Zhang et al. · 2013 [cited by applicant]
US 8619144B1 · Chang et al. · 2013 [cited by applicant]
US 8749433B2 · Hill · 2014 [cited by applicant]
US 8843231B2 · Ragusa et al. · 2014 [cited by applicant]
US 8860611B1 · Anderson et al. · 2014 [cited by applicant]
US 8957812B1 · Hill et al. · 2015 [cited by applicant]
US 9063215B2 · Perthold et al. · 2015 [cited by applicant]
US 9092898B1 · Fraccaroli et al. · 2015 [cited by applicant]
US 9120621B1 · Curlander et al. · 2015 [cited by applicant]
US 9141194B1 · Keyes et al. · 2015 [cited by applicant]
US 9171278B1 · Kong et al. · 2015 [cited by applicant]
US 9174746B1 · Bell et al. · 2015 [cited by applicant]
US 9269022B2 · Rhoads et al. · 2016 [cited by applicant]
US 9349076B1 · Liu et al. · 2016 [cited by applicant]
US 9424493B2 · He et al. · 2016 [cited by applicant]
US 9482741B1 · Min et al. · 2016 [cited by applicant]
US 9497728B2 · Hill · 2016 [cited by applicant]
US 9500396B2 · Yoon et al. · 2016 [cited by applicant]
US 9514389B1 · Erhan et al. · 2016 [cited by applicant]
US 9519344B1 · Hill · 2016 [cited by applicant]
US 9544552B2 · Takahashi · 2017 [cited by applicant]
US 9594983B2 · Alattar et al. · 2017 [cited by applicant]
US 9656749B1 · Hanlon · 2017 [cited by applicant]
US 9740937B2 · Zhang et al. · 2017 [cited by applicant]
US 9782669B1 · Hill · 2017 [cited by applicant]
US 9872151B1 · Puzanov et al. · 2018 [cited by applicant]
US 9904867B2 · Fathi et al. · 2018 [cited by applicant]
US 9933509B2 · Hill et al. · 2018 [cited by applicant]
US 9961503B2 · Hill · 2018 [cited by applicant]
US 9996818B1 · Ren et al. · 2018 [cited by applicant]
US 10001833B2 · Hill · 2018 [cited by applicant]
US 10148918B1 · Seiger et al. · 2018 [cited by applicant]
US 10163149B1 · Famularo et al. · 2018 [cited by applicant]
US 10180490B1 · Schneider et al. · 2019 [cited by applicant]
US 10257654B2 · Hill · 2019 [cited by applicant]
US 10324474B2 · Hill et al. · 2019 [cited by applicant]
US 10332066B1 · Palaniappan et al. · 2019 [cited by applicant]
US 10373322B1 · Buibas et al. · 2019 [cited by applicant]
US 10399778B1 · Shekhawat et al. · 2019 [cited by applicant]
US 10416276B2 · Hill et al. · 2019 [cited by applicant]
US 10444323B2 · Min et al. · 2019 [cited by applicant]
US 10455364B2 · Hill · 2019 [cited by applicant]
US 10605904B2 · Min et al. · 2020 [cited by applicant]
US 10664795B1 · Worley et al. · 2020 [cited by applicant]
US 10853757B1 · Hill et al. · 2020 [cited by applicant]
US 11562318B2 · Robinson et al. · 2023 [cited by applicant]
US 20010027995A1 · Patel et al. · 2001 [cited by applicant]
US 20020021277A1 · Kramer et al. · 2002 [cited by applicant]
US 20020095353A1 · Razumov · 2002 [cited by applicant]
US 20020140745A1 · Ellenby et al. · 2002 [cited by applicant]
US 20020177476A1 · Chou · 2002 [cited by applicant]
US 20030024987A1 · Zhu · 2003 [cited by applicant]
US 20030053492A1 · Matsunaga · 2003 [cited by applicant]
US 20030110152A1 · Hara · 2003 [cited by applicant]
US 20030115162A1 · Konick · 2003 [cited by applicant]
US 20030120425A1 · Stanley et al. · 2003 [cited by applicant]
US 20030132279A1 · Stemmle · 2003 [cited by applicant]
US 20030176196A1 · Hall et al. · 2003 [cited by applicant]
US 20030184649A1 · Mann · 2003 [cited by applicant]
US 20030195017A1 · Chen et al. · 2003 [cited by applicant]
US 20040002642A1 · Dekel et al. · 2004 [cited by applicant]
US 20040095907A1 · Agee et al. · 2004 [cited by applicant]
US 20040107072A1 · Dietrich et al. · 2004 [cited by applicant]
US 20040176102A1 · Lawrence et al. · 2004 [cited by applicant]
US 20040203846A1 · Caronni et al. · 2004 [cited by applicant]
US 20040267640A1 · Bong et al. · 2004 [cited by applicant]
US 20050001712A1 · Yarbrough · 2005 [cited by applicant]
US 20050057647A1 · Nowak · 2005 [cited by applicant]
US 20050062849A1 · Foth et al. · 2005 [cited by applicant]
US 20050074162A1 · Tu et al. · 2005 [cited by applicant]
US 20050143916A1 · Kim et al. · 2005 [cited by applicant]
US 20050154685A1 · Mundy et al. · 2005 [cited by applicant]
US 20050184907A1 · Hall et al. · 2005 [cited by applicant]
US 20050275626A1 · Mueller et al. · 2005 [cited by applicant]
US 20060013070A1 · Holm et al. · 2006 [cited by applicant]
US 20060022800A1 · Krishna et al. · 2006 [cited by applicant]
US 20060061469A1 · Jaeger et al. · 2006 [cited by applicant]
US 20060066485A1 · Min · 2006 [cited by applicant]
US 20060101497A1 · Hirt et al. · 2006 [cited by applicant]
US 20060192709A1 · Schantz et al. · 2006 [cited by applicant]
US 20060208893A1 · Anson et al. · 2006 [cited by applicant]
US 20060279459A1 · Akiyama et al. · 2006 [cited by applicant]
US 20060290508A1 · Moutchkaev et al. · 2006 [cited by applicant]
US 20070060384A1 · Dohta · 2007 [cited by applicant]
US 20070073552A1 · Hileman · 2007 [cited by applicant]
US 20070138270A1 · Reblin · 2007 [cited by applicant]
US 20070205867A1 · Kennedy et al. · 2007 [cited by applicant]
US 20070210920A1 · Panotopoulos · 2007 [cited by applicant]
US 20070222560A1 · Posamentier · 2007 [cited by applicant]
US 20070237356A1 · Dwinell et al. · 2007 [cited by applicant]
US 20080007398A1 · DeRose et al. · 2008 [cited by applicant]
US 20080035390A1 · Wurz · 2008 [cited by applicant]
US 20080048913A1 · Macias et al. · 2008 [cited by applicant]
US 20080143482A1 · Shoarinejad et al. · 2008 [cited by applicant]
US 20080150678A1 · Giobbi et al. · 2008 [cited by applicant]
US 20080154691A1 · Wellman et al. · 2008 [cited by applicant]
US 20080156619A1 · Patel et al. · 2008 [cited by applicant]
US 20080174485A1 · Carani et al. · 2008 [cited by applicant]
US 20080183328A1 · Danelski · 2008 [cited by applicant]
US 20080204322A1 · Oswald et al. · 2008 [cited by applicant]
US 20080266253A1 · Seeman et al. · 2008 [cited by applicant]
US 20080281618A1 · Mermet et al. · 2008 [cited by applicant]
US 20080316324A1 · Rofougaran et al. · 2008 [cited by applicant]
US 20090043504A1 · Bandyopadhyay et al. · 2009 [cited by applicant]
US 20090073428A1 · Magnus et al. · 2009 [cited by applicant]
US 20090114575A1 · Carpenter et al. · 2009 [cited by applicant]
US 20090121017A1 · Cato et al. · 2009 [cited by applicant]
US 20090149202A1 · Hill et al. · 2009 [cited by applicant]
US 20090164277A1 · Bhattacharya · 2009 [cited by applicant]
US 20090216394A1 · Heppe et al. · 2009 [cited by applicant]
US 20090224040A1 · Kushida et al. · 2009 [cited by applicant]
US 20090243932A1 · Moshfeghi · 2009 [cited by applicant]
US 20090245573A1 · Saptharishi et al. · 2009 [cited by applicant]
US 20090323586A1 · Hohl et al. · 2009 [cited by applicant]
US 20100019905A1 · Boddie et al. · 2010 [cited by applicant]
US 20100076594A1 · Salour et al. · 2010 [cited by applicant]
US 20100090852A1 · Eitan et al. · 2010 [cited by applicant]
US 20100097208A1 · Rosing et al. · 2010 [cited by applicant]
US 20100103173A1 · Lee et al. · 2010 [cited by applicant]
US 20100103989A1 · Smith et al. · 2010 [cited by applicant]
US 20100123664A1 · Shin et al. · 2010 [cited by applicant]
US 20100131340A1 · Brown et al. · 2010 [cited by applicant]
US 20100159958A1 · Naguib et al. · 2010 [cited by applicant]
US 20100213256A1 · Fjellstad et al. · 2010 [cited by applicant]
US 20110002509A1 · Nobori et al. · 2011 [cited by applicant]
US 20110006774A1 · Baiden · 2011 [cited by applicant]
US 20110037573A1 · Choi · 2011 [cited by applicant]
US 20110066086A1 · Aarestad et al. · 2011 [cited by applicant]
US 20110143779A1 · Rowe et al. · 2011 [cited by applicant]
US 20110166694A1 · Griffits et al. · 2011 [cited by applicant]
US 20110187600A1 · Landt · 2011 [cited by applicant]
US 20110208481A1 · Slastion · 2011 [cited by applicant]
US 20110210843A1 · Kummetz · 2011 [cited by applicant]
US 20110241942A1 · Hill · 2011 [cited by applicant]
US 20110256882A1 · Markhovsky et al. · 2011 [cited by applicant]
US 20110264520A1 · Puhakka · 2011 [cited by applicant]
US 20110286633A1 · Wang et al. · 2011 [cited by applicant]
US 20110313893A1 · Weik, III · 2011 [cited by applicant]
US 20110315770A1 · Patel et al. · 2011 [cited by applicant]
US 20120013509A1 · Wisherd et al. · 2012 [cited by applicant]
US 20120020518A1 · Taguchi · 2012 [cited by applicant]
US 20120030133A1 · Rademaker · 2012 [cited by applicant]
US 20120081544A1 · Wee · 2012 [cited by applicant]
US 20120087572A1 · Dedeoglu et al. · 2012 [cited by applicant]
US 20120127088A1 · Pance et al. · 2012 [cited by applicant]
US 20120176227A1 · Nikitin · 2012 [cited by applicant]
US 20120184285A1 · Sampath et al. · 2012 [cited by applicant]
US 20120257061A1 · Edwards et al. · 2012 [cited by applicant]
US 20120257064A1 · Kim et al. · 2012 [cited by applicant]
US 20120286933A1 · Hsiao · 2012 [cited by applicant]
US 20120319822A1 · Hansen · 2012 [cited by applicant]
US 20130010144A1 · Park · 2013 [cited by applicant]
US 20130017812A1 · Foster · 2013 [cited by applicant]
US 20130018582A1 · Miller et al. · 2013 [cited by applicant]
US 20130021417A1 · Ota et al. · 2013 [cited by applicant]
US 20130029685A1 · Moshfeghi · 2013 [cited by applicant]
US 20130036043A1 · Faith · 2013 [cited by applicant]
US 20130051624A1 · Iwasaki et al. · 2013 [cited by applicant]
US 20130063567A1 · Burns et al. · 2013 [cited by applicant]
US 20130073093A1 · Songkakul · 2013 [cited by applicant]
US 20130094693A1 · Bolton · 2013 [cited by applicant]
US 20130113993A1 · Dagit, III · 2013 [cited by applicant]
US 20130117377A1 · Miller · 2013 [cited by applicant]
US 20130166067A1 · Irwin et al. · 2013 [cited by applicant]
US 20130182114A1 · Zhang et al. · 2013 [cited by applicant]
US 20130191193A1 · Calman et al. · 2013 [cited by applicant]
US 20130226655A1 · Shaw · 2013 [cited by applicant]
US 20130281084A1 · Batada et al. · 2013 [cited by applicant]
US 20130293684A1 · Becker et al. · 2013 [cited by applicant]
US 20130293722A1 · Chen · 2013 [cited by applicant]
US 20130314210A1 · Schoner et al. · 2013 [cited by applicant]
US 20130335318A1 · Nagel et al. · 2013 [cited by applicant]
US 20130335415A1 · Chang · 2013 [cited by applicant]
US 20140022058A1 · Striemer et al. · 2014 [cited by applicant]
US 20140108136A1 · Zhao et al. · 2014 [cited by applicant]
US 20140139426A1 · Kryze et al. · 2014 [cited by applicant]
US 20140253368A1 · Holder · 2014 [cited by applicant]
US 20140270356A1 · Dearing et al. · 2014 [cited by applicant]
US 20140300516A1 · Min et al. · 2014 [cited by applicant]
US 20140317005A1 · Balwani · 2014 [cited by applicant]
US 20140330603A1 · Corder et al. · 2014 [cited by applicant]
US 20140357295A1 · Skomra et al. · 2014 [cited by applicant]
US 20140361078A1 · Davidson · 2014 [cited by applicant]
US 20150009949A1 · Khoryaev et al. · 2015 [cited by applicant]
US 20150012396A1 · Puerini et al. · 2015 [cited by applicant]
US 20150019391A1 · Kumar et al. · 2015 [cited by applicant]
US 20150029339A1 · Kobres et al. · 2015 [cited by applicant]
US 20150039458A1 · Reid · 2015 [cited by applicant]
US 20150055821A1 · Fotland · 2015 [cited by applicant]
US 20150059374A1 · Hebel · 2015 [cited by applicant]
US 20150085096A1 · Smits · 2015 [cited by applicant]
US 20150091757A1 · Shaw et al. · 2015 [cited by applicant]
US 20150130664A1 · Hill et al. · 2015 [cited by applicant]
US 20150133162A1 · Meredith et al. · 2015 [cited by applicant]
US 20150134418A1 · Leow et al. · 2015 [cited by applicant]
US 20150169916A1 · Hill et al. · 2015 [cited by applicant]
US 20150170002A1 · Szegedy et al. · 2015 [cited by applicant]
US 20150202770A1 · Patron et al. · 2015 [cited by applicant]
US 20150210199A1 · Payne · 2015 [cited by applicant]
US 20150221135A1 · Hill et al. · 2015 [cited by applicant]
US 20150227890A1 · Bednarek et al. · 2015 [cited by applicant]
US 20150248765A1 · Criminisi et al. · 2015 [cited by applicant]
US 20150254906A1 · Berger et al. · 2015 [cited by applicant]
US 20150278759A1 · Harris et al. · 2015 [cited by applicant]
US 20150310539A1 · McCoy et al. · 2015 [cited by applicant]
US 20150323643A1 · Hill et al. · 2015 [cited by applicant]
US 20150341551A1 · Perrin et al. · 2015 [cited by applicant]
US 20150362581A1 · Friedman et al. · 2015 [cited by applicant]
US 20150371178A1 · Abhyanker et al. · 2015 [cited by applicant]
US 20150371319A1 · Argue et al. · 2015 [cited by applicant]
US 20150379366A1 · Nomura et al. · 2015 [cited by applicant]
US 20160035078A1 · Lin et al. · 2016 [cited by applicant]
US 20160063610A1 · Argue et al. · 2016 [cited by applicant]
US 20160093184A1 · Locke et al. · 2016 [cited by applicant]
US 20160098679A1 · Levy · 2016 [cited by applicant]
US 20160140436A1 · Yin et al. · 2016 [cited by applicant]
US 20160142868A1 · Kulkarni et al. · 2016 [cited by applicant]
US 20160150196A1 · Horvath · 2016 [cited by applicant]
US 20160156409A1 · Chang · 2016 [cited by applicant]
US 20160178727A1 · Bottazzi · 2016 [cited by applicant]
US 20160180283A1 · Ghosh et al. · 2016 [cited by applicant]
US 20160180667A1 · Bunker et al. · 2016 [cited by applicant]
US 20160189277A1 · Davis · 2016 [cited by applicant]
US 20160195602A1 · Meadow · 2016 [cited by applicant]
US 20160232857A1 · Tamaru · 2016 [cited by applicant]
US 20160238692A1 · Hill et al. · 2016 [cited by applicant]
US 20160248969A1 · Hurd · 2016 [cited by applicant]
US 20160256100A1 · Jacofsky et al. · 2016 [cited by applicant]
US 20160260161A1 · Atchley et al. · 2016 [cited by applicant]
US 20160286508A1 · Khoryaev et al. · 2016 [cited by applicant]
US 20160300187A1 · Kashi et al. · 2016 [cited by applicant]
US 20160335593A1 · Clarke et al. · 2016 [cited by applicant]
US 20160366561A1 · Min et al. · 2016 [cited by applicant]
US 20160370453A1 · Boker et al. · 2016 [cited by applicant]
US 20160371574A1 · Nguyen et al. · 2016 [cited by applicant]
US 20170030997A1 · Hill et al. · 2017 [cited by applicant]
US 20170031432A1 · Hill · 2017 [cited by applicant]
US 20170066597A1 · Hiroi · 2017 [cited by applicant]
US 20170094251A1 · Wolke · 2017 [cited by examiner]
US 20170117233A1 · Anayama et al. · 2017 [cited by applicant]
US 20170123426A1 · Jill et al. · 2017 [cited by applicant]
US 20170140329A1 · Bernhardt et al. · 2017 [cited by applicant]
US 20170234979A1 · Mathews et al. · 2017 [cited by applicant]
US 20170261592A1 · Min et al. · 2017 [cited by applicant]
US 20170280281A1 · Pandey et al. · 2017 [cited by applicant]
US 20170293885A1 · Grady et al. · 2017 [cited by applicant]
US 20170313514A1 · Lert, Jr. et al. · 2017 [cited by applicant]
US 20170323174A1 · Joshi et al. · 2017 [cited by applicant]
US 20170323376A1 · Glaser et al. · 2017 [cited by applicant]
US 20170350961A1 · Hill et al. · 2017 [cited by applicant]
US 20170351255A1 · Anderson et al. · 2017 [cited by applicant]
US 20170359573A1 · Kim et al. · 2017 [cited by applicant]
US 20170372524A1 · Hill · 2017 [cited by applicant]
US 20170374261A1 · Teich et al. · 2017 [cited by applicant]
US 20180003962A1 · Urey et al. · 2018 [cited by applicant]
US 20180025417A1 · Brathwaite et al. · 2018 [cited by applicant]
US 20180033151A1 · Matsumoto et al. · 2018 [cited by applicant]
US 20180068100A1 · Seo · 2018 [cited by applicant]
US 20180068266A1 · Kirmani et al. · 2018 [cited by applicant]
US 20180094936A1 · Jones et al. · 2018 [cited by applicant]
US 20180108134A1 · Venable et al. · 2018 [cited by applicant]
US 20180139431A1 · Simek et al. · 2018 [cited by applicant]
US 20180164103A1 · Hill · 2018 [cited by applicant]
US 20180197139A1 · Hill · 2018 [cited by applicant]
US 20180197218A1 · Mallesan et al. · 2018 [cited by applicant]
US 20180205899A1 · Lieberman et al. · 2018 [cited by applicant]
US 20180231649A1 · Min et al. · 2018 [cited by applicant]
US 20180242111A1 · Hill · 2018 [cited by applicant]
US 20180339720A1 · Singh · 2018 [cited by applicant]
US 20190029277A1 · Skr Dderdal et al. · 2019 [cited by applicant]
US 20190053012A1 · Hill · 2019 [cited by applicant]
US 20190073785A1 · Hafner et al. · 2019 [cited by applicant]
US 20190090744A1 · Mahfouz · 2019 [cited by applicant]
US 20190098263A1 · Seiger et al. · 2019 [cited by applicant]
US 20190138849A1 · Zhang · 2019 [cited by applicant]
US 20190295290A1 · Schena et al. · 2019 [cited by applicant]
US 20190394448A1 · Ziegler et al. · 2019 [cited by applicant]
US 20200005116A1 · Kuo · 2020 [cited by applicant]
US 20200011961A1 · Hill et al. · 2020 [cited by applicant]
US 20200012894A1 · Lee · 2020 [cited by applicant]
US 20200097724A1 · Chakravarty et al. · 2020 [cited by applicant]
US 20220405704A1 · Kirmani · 2022 [cited by applicant]
DE 102017205958A1 · 2018 [cited by applicant]
WO 2001006401A1 · 2001 [cited by applicant]
WO 2005010550A1 · 2005 [cited by applicant]
WO 2007130529A2 · 2007 [cited by applicant]
WO 2009007198A1 · 2009 [cited by applicant]
WO 2018067127A1 · 2018 [cited by applicant]
WO 2020061276A1 · 2020 [cited by applicant]
Final Office Action in U.S. Appl. No. 17/894,472, mailed on Oct. 19, 2023. [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 18/184,486, mailed on Sep. 28, 2023. [cited by applicant]
Restriction Requirement in U.S. Appl. No. 17/472,978, mailed on Nov. 6, 2023. [cited by applicant]
Final Office Action in U.S. Appl. No. 17/104,158, mailed on Sep. 21, 2023. [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 17/877,269, mailed on Oct. 6, 2023. [cited by applicant]
Notice of Allowance in U.S. Appl. No. 17/104,158, mailed on Dec. 28, 2023. [cited by applicant]
Notice of Allowance in U.S. Appl. No. 17/962,632 mailed on Jan. 30, 2024. [cited by applicant]
Notice of Allowance in U.S. Appl. No. 17/877,269 mailed on Mar. 13, 2024. [cited by applicant]
Notice of Allowance in U.S. Appl. No. 17/894,472 mailed on Jan. 31, 2024. [cited by applicant]
Final Office Action in U.S. Appl. No. 18/184,486 mailed on Mar. 22, 2024. [cited by applicant]
Farmer, Michael E and Anil K. Jain, “Smart Automotive Airbags: Occupant Classification and Tracking” IEEE Transactions on Vehicular Technology, vol. 56, No. 1, Jan. 2007, pp. 60-80. [cited by applicant]
International Preliminary Report on Patentability in PCT/US2020/013280 mailed on Jul. 22, 2021. [cited by applicant]
Szeliski, Richard “Image Alignment and Stitching: A Tutorial,:” Technical Report, MST-TR-2004-92, Dec. 10, 2006. [cited by applicant]
Xu, Wei and Jane Mulligan “Performance Evaluation of Color Correction Approaches for Automatic Multi-view Image and Video Stitching,” International Converence on Computer Vision and Pattern Recognition (CVPR10), San Fra… [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 15/091,180 mailed on Sep. 1, 2021. [cited by applicant]
International Preliminary Report on Patentability in PCT/US2019/051874 mailed on Apr. 1, 2021. [cited by applicant]
Ex Parte Quayle Action in U.S. Appl. No. 15/416,379 mailed on Oct. 5, 2021. [cited by applicant]
Notice of Allowance and Fees Due in U.S. Appl. No. 16/740,679, mailed on Apr. 20, 2021; 15 pages. [cited by applicant]
Wilde, Andreas, “Extended Tracking Range Delay-Locked Loop,” Proceedings IEEE International Conference on Communications, Jun. 1995, pp. 1051-1054. [cited by applicant]
Welch, Greg and Gary Bishop, “An Introduction to the Kalman Filter,” Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3175, Updated: Monday, Jul. 24, 2006. [cited by applicant]
Pourhomayoun, Mohammad and Mark Fowler, “Improving WLAN-based Indoor Mobile Positioning Using Sparsity,” Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers, Nov. 4-7, 2012, pp. 13… [cited by applicant]
Schmidt & Phillips, “INS/GPS Integration Architectures”, NATO RTO Lecture Seriers, First Presented Oct. 20-21, 2003. [cited by applicant]
Yong Yang, “Tightly Coupled MEMS INS/GPS Integration with INS Aided Receiver Tracking Loops”, Jun. 2008, UCGE Reports No. 20270. [cited by applicant]
Sun, et al., “Analysis of the Kalman Filter With Different INS Error Models for GPS/INS Integration in Aerial Remote Sensing Applications”, Bejing, 2008, The International Archives of the Photogrammerty, Remote Sensing … [cited by applicant]
Vikas Numar N., “Integration of Inertial Navigation System and Global Positioning System Using Kalman Filtering”, M.Tech Dissertation, Indian Institute of Technology, Bombay, Mumbai, Jul. 2004. [cited by applicant]
Santiago Alban, “Design and Performance of a Robust GSP/INS Attitude System for Automobile Applications”, Dissertation, Stanford University, Jun. 2004. [cited by applicant]
Proakis, John G. and Masoud Salehi, “Communication Systems Engineering”, Second Edition, Prentice-Hall, Inc., Upper Saddle River, New Jersey, 2002. [cited by applicant]
International Search Report and Written Opinion in PCT/US2019/051874 mailed on Dec. 13, 2020; 9 pages. [cited by applicant]
International Search Report and Written Opinion in PCT/US2020/013280 mailed on Mar. 10, 2020; 9 pages. [cited by applicant]
Raza, Rana Hammad “Three Dimensional Localization and Tracking for Site Safety Using Fusion of Computer Vision and RFID,” 2013, Dissertation, Michigan State University. [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 15/259,474 mailed on Aug. 26, 2021. [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 15/861,414 mailed on Aug. 26, 2021. [cited by applicant]
Final Office Action in U.S. Appl. No. 16/575,837 mailed on Sep. 3, 2021. [cited by applicant]
Non-Final Office Action in U.S. Appl. No. 16/740,679, mailed on Jan. 6, 2021; 15 pages. [cited by applicant]
Hill, et al. “Package Tracking Systems and Methods” U.S. Appl. No. 15/091,180, filed Apr. 5, 2016. [cited by applicant]