IP Library Granted Patent US 12,373,976
Granted Patent B2
US 12,373,976 · App. 18/238,620 · Granted Jul 29, 2025

System and method for estimating extracorporeal blood volume in a physical sample

Inventors: Siddarth Satish (Portola Valley, CA); Kevin J. Miller (Mountain View, CA); Ali Zandifar (San Francisco, CA)
Assignee: Stryker Corporation
G06T7/62G06T5/00A61B5/02042G06T2207/10024G06T2207/30004
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Quick Facts
Patent No.
US 12,373,976
App. No.
18/238,620
Granted
Jul 29, 2025
Kind
B2
Abstract

A method for estimating extracorporeal blood volume in at least a portion of a fluid canister. A light source may be activated, and an image of the fluid canister is captured with an optical sensor. The image may be a color frame of a video stream. A color-related feature is extracted from at least a portion of the image. A concentration of hemoglobin is estimated based on the extracted color-related feature. A fluid level of fluid within the fluid canister may be estimated from the image. Extracorporeal blood volume based on the estimated concentration of hemoglobin and a fluid volume or the estimated fluid level. The estimated extracorporeal blood volume is displayed on a display. The estimated extracorporeal blood volume and the estimated fluid level may be monitored over time. The optical sensor may be disposed on a handheld mobile device mounted to a side of the fluid canister.

Claims (40)

1. A method for estimating extracorporeal blood volume within a fluid canister containing fluids including blood and non-blood fluid, wherein an optical sensor is supported to be facing the fluid canister, the method comprising:

activating a light source;

capturing an image of the fluid canister with the optical sensor with the light source activated;

extracting a color-related feature from at least a portion of the image;

estimating a concentration of hemoglobin within the fluids based on the extracted color-related feature, wherein a correlation of the color-related feature with the concentration of hemoglobin is enhanced by the light source being active during the step of capturing the image;

estimating the extracorporeal blood volume based on the estimated concentration of hemoglobin and a fluid level or fluid volume within the fluid canister; and

displaying on a display the estimated extracorporeal blood volume.

2. The method of claim 1 , wherein the image is a color frame of a video feed.

3. The method of claim 2 , further comprising displaying on the display a dynamic augmented reality overlay in which the video feed is displayed and updated with each new color frame or number of color frames.

4. The method of claim 1 , further comprising capturing subsequent sample images of the fluid canister as fluid is added to the fluid canister to monitor the estimated extracorporeal blood volume over time.

5. The method of claim 4 , further comprising triggering an alarm based on the estimated extracorporeal blood volume reaching a critical total volume or critical rate of blood loss.

6. The method of claim 1 , further comprising implementing edge detection to isolate the fluid canister from a background of a field of view of the optical sensor.

7. The method of claim 1 , wherein the estimated concentration of hemoglobin based on the extracted color-related feature is according to a parametric model.

8. The method of claim 1 , wherein the optical sensor is mounted to a side of the fluid canister.

9. The method of claim 1 , wherein the light source is a lamp or laser.

10. A method for estimating extracorporeal blood volume within a fluid canister containing fluids including blood and non-blood fluid, wherein an optical sensor is supported to be facing the fluid canister, the method comprising:

capturing an image of the fluid canister with the optical sensor;

extracting a color-related feature from at least a portion of the image;

estimating a fluid level of the fluids within the fluid canister from the image;

estimating a concentration of hemoglobin within the fluids based on the extracted color-related feature, wherein a correlation of the color-related feature with the concentration of hemoglobin is enhanced by a light source being active during the step of capturing the image;

estimating the extracorporeal blood volume based on the estimated concentration of hemoglobin and the estimated fluid level; and

displaying on a display the estimated extracorporeal blood volume.

11. The method of claim 10 , wherein the image is a color frame of a video stream.

12. The method of claim 11 , further comprising displaying on the display a dynamic augmented reality overlay in which the video stream is displayed and updated with each new color frame or number of color frames.

13. The method of claim 10 , further comprising capturing subsequent images of the fluid canister as fluid is added to the fluid canister to monitor the estimated extracorporeal blood volume and the estimated fluid level over time.

14. The method of claim 10 , wherein the estimated concentration of hemoglobin based on the extracted color-related feature is according to a parametric model.

15. The method of claim 10 , further comprising activating a light source, wherein the step of capturing the image is performed with the light source activated.

16. A system for determining extracorporeal blood volume in a fluid canister containing fluids including blood and non-blood fluid, the system comprising:

an optical sensor configured to capture an image of at least a portion of the fluid canister;

a light source;

a processor in electronic communication with the optical sensor and configured to:

cause the optical sensor to capture an image of the fluid canister with the light source activated;

extract a color-related feature from at least a portion of the image;

estimate a concentration of hemoglobin within the fluid based on the extracted color-related feature, wherein a correlation of the color-related feature with the concentration of hemoglobin is enhanced by the light source being active during the step of capturing the image;

estimate the extracorporeal blood volume based on the estimated concentration of hemoglobin; and

a display in communication with the processor and configured to display the extracorporeal blood volume.

17. The system of claim 16 , wherein the processor is further configured to estimate a fluid level of fluid within the fluid canister from the image, wherein the extracorporeal blood volume is estimated based on the estimated concentration of hemoglobin and the estimated fluid level.

18. The system of claim 17 , wherein the processor is further configured to cause the optical sensor to capture a video stream of the fluid canister, wherein the image is a color frame of the video stream.

19. The system of claim 18 , wherein the processor is further configured to monitor the estimated extracorporeal blood volume and the estimated fluid level over time based on subsequent color frames of the video stream.

20. The system of claim 16 , wherein the optical sensor is disposed on a handheld mobile device mounted to a side of the fluid canister.

Assignments (3)
CHANGE OF ADDRESS Recorded Dec 18, 2024
From: STRYKER CORPORATION
To: STRYKER CORPORATION
Reel/Frame 069737/0184 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 10, 2024
From: GAUSS SURGICAL, INC.
To: STRYKER CORPORATION
Reel/Frame 068863/0548 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 3, 2023
From: SATISH, SIDDARTH; MILLER, KEVIN; ZANDIFAR, ALI
To: GAUSS SURGICAL, INC.
Reel/Frame 065107/0420 →
Continuity (8)
Continuation 17555624 · Dec 20, 2021
Continuation 16703328 · Dec 4, 2019
Continuation 15594017 · May 12, 2017
Continuation 13544664 · Jul 9, 2012
Provisional Application 61506082 · Jul 9, 2011
Provisional Application 61646818 · May 14, 2012
Provisional Application 61646814 · May 14, 2012
Related Publication 20230401735A1 · Dec 14, 2023
References Cited (400)
US 2707955A · Borden · 1955 [cited by applicant]
US 3182252A · Den Berg · 1965 [cited by applicant]
US 3199507A · Kamm · 1965 [cited by applicant]
US 3367431A · Baker · 1968 [cited by applicant]
US 3646938A · Haswell · 1972 [cited by applicant]
US 3832135A · Chlupsa et al. · 1974 [cited by applicant]
US 3864571A · Stillman et al. · 1975 [cited by applicant]
US 3948390A · Ferreri · 1976 [cited by applicant]
US 4105019A · Haswell · 1978 [cited by applicant]
US 4149537A · Haswell · 1979 [cited by applicant]
US 4190153A · Olsen · 1980 [cited by applicant]
US 4244369A · McAvinn et al. · 1981 [cited by applicant]
US 4295537A · McAvinn et al. · 1981 [cited by applicant]
US 4313292A · McWilliams · 1982 [cited by applicant]
US 4402373A · Comeau · 1983 [cited by applicant]
US 4422548A · Cheesman et al. · 1983 [cited by applicant]
US 4429789A · Puckett · 1984 [cited by applicant]
US 4562842A · Morfeld et al. · 1986 [cited by applicant]
US 4583546A · Garde · 1986 [cited by applicant]
US 4642089A · Zupkas et al. · 1987 [cited by applicant]
US 4681571A · Nehring · 1987 [cited by applicant]
US 4773423A · Hakky · 1988 [cited by applicant]
US 4784267A · Gessler et al. · 1988 [cited by applicant]
US 4832198A · Alikhan · 1989 [cited by applicant]
US 4917694A · Jessup · 1990 [cited by applicant]
US 4922922A · Pollock et al. · 1990 [cited by applicant]
US 5009275A · Sheehan · 1991 [cited by applicant]
US 5029584A · Smith · 1991 [cited by applicant]
US 5031642A · Nosek · 1991 [cited by applicant]
US 5048683A · Westlake · 1991 [cited by applicant]
US 5119814A · Minnich · 1992 [cited by applicant]
US 5132087A · Manion et al. · 1992 [cited by applicant]
US 5190059A · Fabian et al. · 1993 [cited by applicant]
US 5227765A · Ishizuka et al. · 1993 [cited by applicant]
US 5231032A · Ludvigsen · 1993 [cited by applicant]
US 5236664A · Ludvigsen · 1993 [cited by applicant]
US 5285682A · Micklish · 1994 [cited by applicant]
US 5348533A · Papillon · 1994 [cited by examiner]
US 5369713A · Schwartz et al. · 1994 [cited by applicant]
US 5443082A · Mewburn · 1995 [cited by applicant]
US 5492537A · Vancaillie · 1996 [cited by applicant]
US 5522805A · Vancaillie et al. · 1996 [cited by applicant]
US 5629498A · Pollock et al. · 1997 [cited by applicant]
US 5633166A · Westgard et al. · 1997 [cited by applicant]
US 5650596A · Morris et al. · 1997 [cited by applicant]
US 5709670A · Vancaillie et al. · 1998 [cited by applicant]
US 5763265A · Itsuzaki et al. · 1998 [cited by applicant]
US 5807358A · Herweck et al. · 1998 [cited by applicant]
US 5851835A · Groner · 1998 [cited by applicant]
US 5923001A · Morris et al. · 1999 [cited by applicant]
US 5931824A · Stewart et al. · 1999 [cited by applicant]
US 5934278A · Ishihara · 1999 [cited by examiner]
US 5944668A · Vancaillie et al. · 1999 [cited by applicant]
US 5956130A · Vancaillie et al. · 1999 [cited by applicant]
US 5984893A · Ward · 1999 [cited by applicant]
US 5996889A · Fuchs et al. · 1999 [cited by applicant]
US 6006119A · Soller et al. · 1999 [cited by applicant]
US 6061583A · Ishihara et al. · 2000 [cited by applicant]
US 6063051A · Stern · 2000 [cited by applicant]
US 6104939A · Groner et al. · 2000 [cited by applicant]
US 6359683B1 · Berndt · 2002 [cited by applicant]
US 6510330B1 · Enejder · 2003 [cited by applicant]
US 6640130B1 · Freeman et al. · 2003 [cited by applicant]
US 6641039B2 · Southard · 2003 [cited by applicant]
US 6699231B1 · Sterman · 2004 [cited by examiner]
US 6728561B2 · Smith et al. · 2004 [cited by applicant]
US 6730054B2 · Pierce et al. · 2004 [cited by applicant]
US 6763148B1 · Sternberg et al. · 2004 [cited by applicant]
US 6777623B2 · Ballard · 2004 [cited by applicant]
US 6781067B2 · Montagnino · 2004 [cited by applicant]
US 6998541B2 · Morris et al. · 2006 [cited by applicant]
US 7001366B2 · Ballard · 2006 [cited by applicant]
US 7112273B2 · Weigel et al. · 2006 [cited by applicant]
US 7147626B2 · Goodman et al. · 2006 [cited by applicant]
US 7158030B2 · Chung · 2007 [cited by applicant]
US 7180014B2 · Farber et al. · 2007 [cited by applicant]
US 7255003B2 · Schneiter · 2007 [cited by applicant]
US 7274947B2 · Koo et al. · 2007 [cited by applicant]
US 7277570B2 · Armstrong · 2007 [cited by applicant]
US 7297834B1 · Shapiro · 2007 [cited by applicant]
US 7299981B2 · Hickle et al. · 2007 [cited by applicant]
US 7364545B2 · Klein · 2008 [cited by applicant]
US 7384399B2 · Ghajar · 2008 [cited by applicant]
US 7430047B2 · Budd et al. · 2008 [cited by applicant]
US 7430478B2 · Fletcher-Haynes et al. · 2008 [cited by applicant]
US 7469727B2 · Marshall · 2008 [cited by applicant]
US 7499581B2 · Tribble et al. · 2009 [cited by applicant]
US 7557710B2 · Sanchez et al. · 2009 [cited by applicant]
US 7641612B1 · McCall · 2010 [cited by applicant]
US D611731S · Levine · 2010 [cited by applicant]
US 7670289B1 · McCall · 2010 [cited by applicant]
US 7703674B2 · Stewart et al. · 2010 [cited by applicant]
US 7708700B2 · Ghajar · 2010 [cited by applicant]
US 7711403B2 · Jay et al. · 2010 [cited by applicant]
US 7749217B2 · Podhajsky · 2010 [cited by applicant]
US 7771659B2 · Ziegler · 2010 [cited by applicant]
US 7795491B2 · Stewart et al. · 2010 [cited by applicant]
US 7819818B2 · Ghajar · 2010 [cited by applicant]
US 7872201B1 · Whitney · 2011 [cited by applicant]
US 7909806B2 · Goodman et al. · 2011 [cited by applicant]
US 7966269B2 · Bauer et al. · 2011 [cited by applicant]
US 7995816B2 · Roger et al. · 2011 [cited by applicant]
US 8025173B2 · Michaels · 2011 [cited by applicant]
US 8061198B2 · Yinko · 2011 [cited by examiner]
US 8105296B2 · Morris et al. · 2012 [cited by applicant]
US 8181860B2 · Fleck et al. · 2012 [cited by applicant]
US 8194235B2 · Kosaka et al. · 2012 [cited by applicant]
US 8241238B2 · Hiruma · 2012 [cited by examiner]
US 8279068B2 · Morris et al. · 2012 [cited by applicant]
US 8310658B2 · Wardlaw et al. · 2012 [cited by applicant]
US 8374397B2 · Shpunt et al. · 2013 [cited by applicant]
US 8398546B2 · Pacione et al. · 2013 [cited by applicant]
US 8472693B2 · Davis et al. · 2013 [cited by applicant]
US 8479989B2 · Fleck et al. · 2013 [cited by applicant]
US 8576076B2 · Morris et al. · 2013 [cited by applicant]
US 8626268B2 · Adler et al. · 2014 [cited by applicant]
US 8639226B2 · Hutchings et al. · 2014 [cited by applicant]
US 8693753B2 · Nakamura · 2014 [cited by applicant]
US 8704178B1 · Pollock et al. · 2014 [cited by applicant]
US 8768014B2 · Du et al. · 2014 [cited by applicant]
US 8792693B2 · Satish et al. · 2014 [cited by applicant]
US 8823776B2 · Tian et al. · 2014 [cited by applicant]
US 8897523B2 · Satish et al. · 2014 [cited by applicant]
US 8983167B2 · Satish et al. · 2015 [cited by applicant]
US 8985446B2 · Fleck et al. · 2015 [cited by applicant]
US 9047663B2 · Satish et al. · 2015 [cited by applicant]
US 9171368B2 · Satish et al. · 2015 [cited by applicant]
US 9347817B2 · Pollock et al. · 2016 [cited by applicant]
US 9595104B2 · Satish et al. · 2017 [cited by applicant]
US 9646375B2 · Satish et al. · 2017 [cited by applicant]
US 9652655B2 · Satish et al. · 2017 [cited by applicant]
US 9773320B2 · Satish et al. · 2017 [cited by applicant]
US 9824441B2 · Satish et al. · 2017 [cited by applicant]
US 9870625B2 · Satish et al. · 2018 [cited by applicant]
US 9936906B2 · Satish et al. · 2018 [cited by applicant]
US 10282839B2 · Satish et al. · 2019 [cited by applicant]
US 10426356B2 · Satish et al. · 2019 [cited by applicant]
US 10528782B2 · Satish et al. · 2020 [cited by applicant]
US 10706541B2 · Satish et al. · 2020 [cited by applicant]
US 10863933B2 · Satish et al. · 2020 [cited by applicant]
US 10957179B2 · Satish et al. · 2021 [cited by applicant]
US 11222189B2 · Satish et al. · 2022 [cited by applicant]
US 20030069509A1 · Matzinger et al. · 2003 [cited by applicant]
US 20030095197A1 · Wheeler et al. · 2003 [cited by applicant]
US 20030130596A1 · Goltz · 2003 [cited by applicant]
US 20040024295A1 · Cook et al. · 2004 [cited by applicant]
US 20040031626A1 · Morris et al. · 2004 [cited by applicant]
US 20040129678A1 · Crowley et al. · 2004 [cited by applicant]
US 20050019943A1 · Chaoui et al. · 2005 [cited by applicant]
US 20050051466A1 · Carter et al. · 2005 [cited by applicant]
US 20050063831A1 · Fathallah · 2005 [cited by examiner]
US 20050163354A1 · Ziegler · 2005 [cited by applicant]
US 20050265996A1 · Lentz · 2005 [cited by examiner]
US 20060058593A1 · Drinan et al. · 2006 [cited by applicant]
US 20060178578A1 · Tribble et al. · 2006 [cited by applicant]
US 20060224086A1 · Harty · 2006 [cited by applicant]
US 20060293557A1 · Chuanggui · 2006 [cited by examiner]
US 20070004959A1 · Carrier et al. · 2007 [cited by applicant]
US 20070024946A1 · Panasyuk et al. · 2007 [cited by applicant]
US 20070108129A1 · Mori · 2007 [cited by examiner]
US 20070219059A1 · Schwartz · 2007 [cited by examiner]
US 20070243137A1 · Hainfeld · 2007 [cited by examiner]
US 20070287182A1 · Morris et al. · 2007 [cited by applicant]
US 20080029416A1 · Paxton · 2008 [cited by applicant]
US 20080030303A1 · Kobren et al. · 2008 [cited by applicant]
US 20080045845A1 · Pfeiffer et al. · 2008 [cited by applicant]
US 20080194906A1 · Mahony et al. · 2008 [cited by applicant]
US 20090076470A1 · Ryan · 2009 [cited by applicant]
US 20090080757A1 · Roger et al. · 2009 [cited by applicant]
US 20090257632A1 · Lalpuria et al. · 2009 [cited by applicant]
US 20090310123A1 · Thomson · 2009 [cited by applicant]
US 20090317002A1 · Dein · 2009 [cited by applicant]
US 20100003714A1 · Bachur, Jr. et al. · 2010 [cited by applicant]
US 20100007727A1 · Torre-Bueno · 2010 [cited by applicant]
US 20100025336A1 · Carter et al. · 2010 [cited by applicant]
US 20100027868A1 · Kosaka et al. · 2010 [cited by applicant]
US 20100066996A1 · Kosaka et al. · 2010 [cited by applicant]
US 20100081942A1 · Huiku · 2010 [cited by applicant]
US 20100087770A1 · Bock · 2010 [cited by examiner]
US 20100111384A1 · Nagai et al. · 2010 [cited by applicant]
US 20100150759A1 · Mazur · 2010 [cited by examiner]
US 20100280117A1 · Patrick et al. · 2010 [cited by applicant]
US 20110028850A1 · Schuhrke et al. · 2011 [cited by applicant]
US 20110066182A1 · Falus · 2011 [cited by examiner]
US 20110090253A1 · Good · 2011 [cited by examiner]
US 20110118647A1 · Paolini · 2011 [cited by examiner]
US 20110192745A1 · Min · 2011 [cited by applicant]
US 20110196321A1 · Wudyka · 2011 [cited by applicant]
US 20110200239A1 · Levine et al. · 2011 [cited by applicant]
US 20110275957A1 · Bhandari · 2011 [cited by applicant]
US 20110305376A1 · Neff · 2011 [cited by applicant]
US 20110316973A1 · Miller et al. · 2011 [cited by applicant]
US 20120000297A1 · Hashizume et al. · 2012 [cited by applicant]
US 20120064132A1 · Aizawa · 2012 [cited by examiner]
US 20120065482A1 · Robinson et al. · 2012 [cited by applicant]
US 20120106811A1 · Chen et al. · 2012 [cited by applicant]
US 20120127290A1 · Tojo et al. · 2012 [cited by applicant]
US 20120195489A1 · Levine · 2012 [cited by applicant]
US 20120210778A1 · Palmer et al. · 2012 [cited by applicant]
US 20120257188A1 · Yan et al. · 2012 [cited by applicant]
US 20120262704A1 · Zahniser et al. · 2012 [cited by applicant]
US 20120262705A1 · Zahniser et al. · 2012 [cited by applicant]
US 20120309636A1 · Gibbons et al. · 2012 [cited by applicant]
US 20120327365A1 · Makihira · 2012 [cited by examiner]
US 20130010094A1 · Satish et al. · 2013 [cited by applicant]
US 20130011031A1 · Satish et al. · 2013 [cited by applicant]
US 20130011042A1 · Satish et al. · 2013 [cited by applicant]
US 20130034908A1 · Barstis et al. · 2013 [cited by applicant]
US 20130088354A1 · Thomas · 2013 [cited by applicant]
US 20130094996A1 · Janssenswillen · 2013 [cited by examiner]
US 20130131521A1 · Yoshioka · 2013 [cited by examiner]
US 20130170729A1 · Wardlaw et al. · 2013 [cited by applicant]
US 20130301901A1 · Satish et al. · 2013 [cited by applicant]
US 20130303870A1 · Satish et al. · 2013 [cited by applicant]
US 20130308852A1 · Hamsici et al. · 2013 [cited by applicant]
US 20140079297A1 · Tadayon et al. · 2014 [cited by applicant]
US 20140207091A1 · Heagle et al. · 2014 [cited by applicant]
US 20140294237A1 · Litvak et al. · 2014 [cited by applicant]
US 20140330094A1 · Pacione et al. · 2014 [cited by applicant]
US 20150221088A1 · Satish et al. · 2015 [cited by applicant]
US 20150294460A1 · Satish et al. · 2015 [cited by applicant]
US 20150310634A1 · Babcock et al. · 2015 [cited by applicant]
US 20150339813A1 · Zahniser et al. · 2015 [cited by applicant]
US 20160027173A1 · Satish et al. · 2016 [cited by applicant]
US 20160069743A1 · McQuilkin et al. · 2016 [cited by applicant]
US 20160123998A1 · MacIntyre et al. · 2016 [cited by applicant]
US 20160331248A1 · Satish et al. · 2016 [cited by applicant]
US 20160331282A1 · Satish et al. · 2016 [cited by applicant]
US 20170011276A1 · Mehring et al. · 2017 [cited by applicant]
US 20170023446A1 · Rietveld et al. · 2017 [cited by applicant]
US 20170186160A1 · Satish et al. · 2017 [cited by applicant]
US 20170351894A1 · Satish et al. · 2017 [cited by applicant]
US 20170352152A1 · Satish et al. · 2017 [cited by applicant]
US 20180199827A1 · Satish et al. · 2018 [cited by applicant]
US 20190008427A1 · Satish et al. · 2019 [cited by applicant]
US 20200082695A1 · Satish et al. · 2020 [cited by applicant]
US 20200311935A1 · Satish et al. · 2020 [cited by applicant]
US 20210192917A1 · Satish et al. · 2021 [cited by applicant]
CA 2870635A1 · 2013 [cited by applicant]
CN 101505813A · 2009 [cited by applicant]
EP 2729901A2 · 2014 [cited by applicant]
EP 3106087A1 · 2016 [cited by applicant]
JP S59161801U · 1984 [cited by applicant]
JP S61176357A · 1986 [cited by applicant]
JP S62144652A · 1987 [cited by applicant]
JP H06510210A · 1994 [cited by applicant]
JP H07308312A · 1995 [cited by applicant]
JP H08247726A · 1996 [cited by applicant]
JP H1137845A · 1999 [cited by applicant]
JP 2000227390A · 2000 [cited by applicant]
JP 2002331031A · 2002 [cited by applicant]
JP 2003075436A · 2003 [cited by applicant]
JP 2005052288A · 2005 [cited by applicant]
JP 2005164512A · 2005 [cited by applicant]
JP 3701031B2 · 2005 [cited by applicant]
JP 2008089382 · 2006 [cited by examiner]
JP 2006280445A · 2006 [cited by applicant]
JP 2007101482A · 2007 [cited by applicant]
JP 2008055142A · 2008 [cited by applicant]
JP 2008519604A · 2008 [cited by applicant]
JP 2010516429A · 2010 [cited by applicant]
JP 2011036371A · 2011 [cited by applicant]
JP 2011515681A · 2011 [cited by applicant]
JP 2012066066 · 2011 [cited by examiner]
JP 2011252804A · 2011 [cited by applicant]
JP 2014531570A · 2014 [cited by applicant]
JP 5794597B2 · 2015 [cited by applicant]
WO 9217787A1 · 1992 [cited by applicant]
WO 9639927A1 · 1996 [cited by applicant]
WO 2006053208A1 · 2006 [cited by applicant]
WO 2008094703A2 · 2008 [cited by applicant]
WO 2009117652A1 · 2009 [cited by applicant]
WO WO2011059409 · 2010 [cited by examiner]
WO 2011019576A1 · 2011 [cited by applicant]
WO 2011145351A1 · 2011 [cited by applicant]
WO 2013009709A2 · 2013 [cited by applicant]
WO 2013138356A2 · 2013 [cited by applicant]
WO 2013172874A1 · 2013 [cited by applicant]
WO 2013173356A1 · 2013 [cited by applicant]
WO 2014025415A2 · 2014 [cited by applicant]
WO 2015160997A1 · 2015 [cited by applicant]
WO 2015161002A1 · 2015 [cited by applicant]
Tanabe translation of JP 2008089382 Sep. 29, 2006 (Year: 2006). [cited by examiner]
Saito translation of J JP 2012066066 Aug. 19, 2011 (Year: 2011). [cited by examiner]
“U.S. Appl. No. 13/738,919, Notice of Allowance dated Nov. 10, 2014”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 13/894,054, Final Office Action dated Aug. 26, 2016”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 13/894,054, Non Final Office Action dated Apr. 20, 2017”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 13/894,054, Non Final Office Action dated Mar. 30, 2016”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 13/894,054, Notice of Allowance dated Nov. 20, 2017”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 14/613,807, Non Final Office Action dated Mar. 20, 2015”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 14/613,807, Notice of Allowance dated Jun. 25, 2015”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,842, Corrected Notice of Allowability dated Sep. 15, 2017”, 2 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,842, Non Final Office Action dated Mar. 24, 2017”, 28 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,842, Notice of Allowance dated Aug. 3, 2017”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Non Final Office Action dated Nov. 29, 2016”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Notice of Allowance dated Apr. 6, 2017”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Notice of Allowance dated Sep. 27, 2017”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Response filed Feb. 8, 2017 to Non Final Office Action dated Nov. 29, 2016”, 13 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Response filed Nov. 17, 2016 to Restriction Requirement dated Sep. 21, 2016”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 14/687,860, Restriction Requirement dated Sep. 21, 2016”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/876,628, Final Office Action dated Jul. 26, 2016”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/876,628, Non Final Office Action dated Dec. 15, 2015”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 14/876,628, Notice of Allowance dated Oct. 26, 2016”, 11 pgs. [cited by applicant]
“U.S. Appl. No. 15/390,017, Non Final Office Action dated Oct. 19, 2018”, 12 pgs. [cited by applicant]
“U.S. Appl. No. 15/390,017, Notice of Allowance dated May 3, 2019”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 15/416,986, Non Final Office Action dated Apr. 11, 2018”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 15/416,986, Notice of Allowability dated Apr. 8, 2019”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 15/416,986, Notice of Allowance dated Jan. 24, 2019”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 15/594,017, Non Final Office Action dated Feb. 21, 2019”, 24 pgs. [cited by applicant]
“U.S. Appl. No. 15/594,017, Notice of Allowance dated Sep. 6, 2019”, 11 pgs. [cited by applicant]
“U.S. Appl. No. 15/594,017, Preliminary Amendment filed Aug. 25, 2017”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 15/594,017, Response filed Jul. 19, 2019 to Non Final Office Action dated Feb. 21, 2019”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 15/861,389, Non Final Office Action dated Nov. 29, 2018”, 12 pgs. [cited by applicant]
“U.S. Appl. No. 15/861,389, Notice of Allowance dated May 22, 2019”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 15/861,389, Preliminary Amendment filed Jan. 3, 2018”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 15/861,389, Preliminary Amendment filed Jul. 2, 2018”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 15/861,389, Response filed Apr. 29, 2019 to Non Final Office Action dated Nov. 29, 2018”, 15 pgs. [cited by applicant]
“U.S. Appl. No. 16/545,159, Notice of Allowance dated Nov. 16, 2020”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 16/545,159, Preliminary Amendment filed Dec. 2, 2019”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 16/545,159, Supplemental Notice of Allowability dated Dec. 31, 2020”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 17/175,897, Notice of Non-Compliant Amendment dated Apr. 30, 2021”, 2 pgs. [cited by applicant]
“U.S. Appl. No. 17/175,897, Preliminary Amendment filed Apr. 19, 2021”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 17/175,897, Response filed Jun. 29, 2021 to Notice of Non-Compliant Amendment dated Apr. 30, 2021”, 3 pgs. [cited by applicant]
ACOG (2012). “Optimizing protocols in obstetrics,” Series 2, 25 total pages. [cited by applicant]
Adkins, A R, et al., “Accuracy of blood loss estimations among anesthesia providers”, AANA Journal 82, (2014), 300-306. [cited by applicant]
Aklilu, A. Gauss Surgical Measures Blood Loss with a Smartphone. Jun. 14, 2012.<http://www.health2con.com/news/2012/06/14/gauss-surgical-measures-blood-loss-with-a-smartphone/>, 6 pages. [cited by applicant]
Al-Kadri, H M, et al., “Effect of education and clinical assessment on the accuracy of postpartum blood loss estimation”, BMC Preq. Childbirth 14, 110, 7 pgs. [cited by applicant]
Awhonn Practice Brief (2014). “Quantification of blood loss: AWHONN practice brief No. 1,” Awhonn p. 1-3. [cited by applicant]
Bellad, et al. “Standardized Visual Estimation of Blood Loss during Vaginal Delivery with Its Correlation Hematocrit Changes—A Descriptive Study.” South Asian Federation of Obstetrics and Gynecology 1.1 (2009): 29-34. W… [cited by applicant]
Bose, P, et al., “Improving the accuracy of estimated blood loss at obstetric haemorrhage using clinical reconstructions”, BJOG 113(8), (2006), 919-924. [cited by applicant]
Corrected Notice of Allowability dated Sep. 15, 2017, for U.S. Appl. No. 14/687,842, filed Apr. 15, 2015, 2 pages. [cited by applicant]
Eipe, N, et al., “Perioperative blood loss assessment—How accurate?”, Indian J. Anaesth. 50(1), (2006), 35-38. [cited by applicant]
English language abstract and machine-assisted English translation for JP 2005-164512 A extracted from espacenet.com database on Jan. 30, 2023, 12 pages. [cited by applicant]
English language abstract and machine-assisted English translation for JPH 08-247726 A extracted from espacenet.com database on Jan. 30, 2023, 8 pages. [cited by applicant]
“Blood loss measurement: Technology opportunity assessment”, Merck for Mother's Program, (2012), 9 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Extended European Search Report dated Apr. 1, 2015”, 8 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Intention to Grant dated Mar. 29, 2016”, 58 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Invitation pursuant to Rule 63(1) EPC mailed Dec. 22, 2014”, 3 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Response filed Feb. 20, 2015 to Invitation pursuant to Rule 63(1) EPC mailed Dec. 22, 2014”, 2 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Response filed Oct. 16, 2015 to Extended European Search Report dated Apr. 1, 2015”, 10 pgs. [cited by applicant]
“European Application Serial No. 12810640.8, Response filed Oct. 22, 2014 to Communication pursuant to Rules 161 (2) and 162 EPC dated May 16, 2014”, 10 pgs. [cited by applicant]
“European Application Serial No. 13790449.6, Extended European Search Report dated Nov. 17, 2015”, 7 pgs. [cited by applicant]
“European Application Serial No. 15780653.0, Extended European Search Report dated Jul. 26, 2017”, 12 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Communication Pursuant to Article 94(3) EPC dated Feb. 13, 2018”, 6 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Extended European Search Report dated Nov. 4, 2016”, 8 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Intention to Grant dated Jan. 4, 2019”, 114 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Intention to Grant dated Jul. 24, 2018”, 61 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Response filed Jun. 14, 2018 to Communication Pursuant to Article 94 (3) EPC dated Feb. 13, 2018”, 17 pgs. [cited by applicant]
“European Application Serial No. 16183350.4, Response filed Jun. 20, 2017 to Extended European Search Report dated Nov. 4, 2016”, 5 pgs. [cited by applicant]
“European Application Serial No. 16880150.4, Extended European Search Report dated Jul. 9, 2019”, 9 pgs. [cited by applicant]
“European Application Serial No. 19156549.8, Extended European Search Report dated Jul. 12, 2019”, 8 pgs. [cited by applicant]
“International Application Serial No. PCT/US2012/045969, International Preliminary Report on Patentability dated Apr. 10, 2014”, 6 pgs. [cited by applicant]
“International Application Serial No. PCT/US2012/045969, International Search Report dated Sep. 17, 2012”, 2 pgs. [cited by applicant]
“International Application Serial No. PCT/US2012/045969, Written Opinion dated Sep. 17, 2012”, 4 pgs. [cited by applicant]
“International Application Serial No. PCT/US2013/021075, International Search Report dated Mar. 26, 2013”, 2 pgs. [cited by applicant]
“International Application Serial No. PCT/US2013/021075, Written Opinion dated Mar. 26, 2013”, 6 pgs. [cited by applicant]
“International Application Serial No. PCT/US2013/040976, International Search Report dated Sep. 24, 2013”, 2 pgs. [cited by applicant]
“International Application Serial No. PCT/US2013/040976, Written Opinion dated Sep. 24, 2013”, 4 pgs. [cited by applicant]
“International Application Serial No. PCT/US2015/026036, International Search Report dated Jul. 24, 2015”, 2 pgs. [cited by applicant]
“International Application Serial No. PCT/US2015/026036, Written Opinion dated Jul. 24, 2015”, 6 pgs. [cited by applicant]
“International Application Serial No. PCT/US2015/026041, International Preliminary Report on Patentability dated Oct. 27, 2016”, 8 pgs. [cited by applicant]
“International Application Serial No. PCT/US2015/026041, International Search Report dated Jul. 24, 2015”, 2 pgs. [cited by applicant]
“International Application Serial No. PCT/US2015/026041, Written Opinion dated Jul. 24, 2015”, 6 pgs. [cited by applicant]
“International Application Serial No. PCT/US2016/068540, International Search Report dated Mar. 30, 2017”, 3 pgs. [cited by applicant]
“International Application Serial No. PCT/US2016/068540, Written Opinion dated Mar. 30, 2017”, 8 pgs. [cited by applicant]
“Japanese Application Serial No. 2014-519099, Notice of Reasons for Rejection dated Mar. 10, 2015”, w/ English Translation, 5 pgs. [cited by applicant]
“Japanese Application Serial No. 2014-519099, Response filed Apr. 8, 2015 to Notice of Reasons for Rejection dated Mar. 10, 2015”, 12 pgs. [cited by applicant]
“Optimizing protocols in obstetrics”, ACOG, Series 2, (2012), 25 pgs. [cited by applicant]
“Quantification of blood loss: AWHONN practice brief No. 1”, AWHONN Practice Brief, (2014), 1-3. [cited by applicant]
“U.S. Appl. No. 13/544,646, Notice of Allowance dated May 12, 2014”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,646, Preliminary Amendment filed Aug. 15, 2012”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Final Office Action dated Feb. 12, 2016”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Non Final Office Action dated Aug. 13, 2015”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Non Final Office Action dated Aug. 2, 2016”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Notice of Allowance dated Feb. 15, 2017”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Preliminary Amendment filed Aug. 15, 2012”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Response filed Dec. 2, 2016 to Non Final Office Action dated Aug. 2, 2016”, 12 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Response filed Jun. 10, 2016 to Final Office Action dated Feb. 12, 2016”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,664, Response filed Nov. 12, 2015 to Non Final Office Action dated Aug. 13, 2015”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,679, Non Final Office Action dated May 9, 2014”, 9 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,679, Notice of Allowance dated Sep. 3, 2014”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,679, Preliminary Amendment filed Aug. 15, 2012”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 13/544,679, Response filed Aug. 11, 2014 to Non Final Office Action dated May 9, 2014”, 13 pgs. [cited by applicant]
“U.S. Appl. No. 13/738,919, Non Final Office Action dated Sep. 5, 2014”, 8 pgs. [cited by applicant]
Notice of Allowance dated May 3, 2019, for U.S. Appl. No. 15/390,017, filed Dec. 23, 2016, 11 pages. [cited by applicant]
Notice of Allowance dated Nov. 10, 2014, for U.S. Appl. No. 13/738,919, filed Jan. 10, 2013, 10 pages. [cited by applicant]
Notice of Allowance dated Nov. 20, 2017, for U.S. Appl. No. 13/894,054, filed May 14, 2013, 8 pages. [cited by applicant]
Notice of Allowance dated Oct. 26, 2016, for U.S. Appl. No. 14/876,628, filed Oct. 6, 2015, 11 pages. [cited by applicant]
Notice of Allowance dated Sep. 3, 2014, for U.S. Appl. No. 13/544,679, filed Jul. 9, 2012, 8 pages. [cited by applicant]
Notice of Allowance mailed on Jun. 25, 2015, for U.S. Appl. No. 14/613,807, filed Feb. 4, 2015, 10 pages. [cited by applicant]
Notice of Allowance mailed on May 12, 2014, for U.S. Appl. No. 13/544,646, filed Jul. 9, 2012, 10 pages. [cited by applicant]
Notice of Allowance mailed on Nov. 10, 2014, for U.S. Appl. No. 13/738,919, filed Jan. 10, 2013, 10 pages. [cited by applicant]
Notice of Allowance mailed on Oct. 26, 2016, for U.S. Appl. No. 14/876,628, filed Oct. 6, 2015, 11 pages. [cited by applicant]
Notice of Allowance mailed on Sep. 3, 2014, for U.S. Appl. No. 13/544,679, filed Jul. 9, 2012, 8 pages. [cited by applicant]
Pogorelc, D, “iPads in the OR: New Mobile Platform to Monitor Blood Loss During Surgery”, MedCityNews, [Online], Retrieved from the Internet: <http://medcitynews.com/2012/06/ipads-in-the-or-new-mobile-platform-to-monito… [cited by applicant]
Roston, R B, et al., “Chapter 9: Blood loss: Accuracy of visual estimation”, A comprehensive textbook of postpartum hemorrhage: An essential clinical reference for effective management 2nd edition, Sapiens, (2012), 71-7… [cited by applicant]
Sant, et al. “Exsanguinated Blood Volume Estimation Using Fractal Analysis of Digital Images.” Journal of Forensic Sciences 57.3 (2012): 610-17. [cited by applicant]
Satish, et al., U.S. Appl. No. 15/390,017, filed Dec. 23, 2016, 34 pgs. [cited by applicant]
Satish, et al., U.S. Appl. No. 15/416,986, filed Jan. 26, 2017, 41 pgs. [cited by applicant]
Satish, et al., U.S. Appl. No. 15/594,017, filed May 12, 2017. [cited by applicant]