This invention relates generally to a method and apparatus for assisting monitoring of, and for improving medication adherence, and more particularly to an apparatus and method for providing feedback to a user of a gesture recognition system for monitoring of medication adherence related to positioning the user, a medication, or other object within an image acquisition area, and to provide positive feedback related to the position of the user, the medication and the like in order to encourage and improve adherence to medication administration protocols and to shape patient behavior in a positive manner. The invention may also act to insure and aid in the ability for proper acquisition of various gesture sequences and images when applied to an image acquisition system potentially having a narrow field of view, or a fixed direction camera. Failure on any of these fronts may result in additional instruction or encouragement from the system, in either an automated or personal manner, and may be provided as input data to an overall population management system.
Gesture recognition systems typically include high sensitivity cameras including a wide field of view, multiple cameras, tracking systems, or any combination of the above. Such systems typically require custom system hardware systems to allow for proper image acquisition. When being employed to assist in monitoring medication adherence, it may not be possible or convenient to provide such a specialized device to each user.
Employing gesture recognition as well as object recognition and tracking to monitor medication adherence may result in the monitoring of individuals and medication. These individuals and the medication they are holding or administering may be improperly positioned within a field of view of the camera. While the higher quality gesture recognition systems noted above may be able to capture necessary images in spite of such variability, standard camera systems that may be provided in a standard computer or laptop configuration may not be sufficient for performing gesture recognition. Furthermore, mobile devices, typically including an even lower resolution camera and lower computing power may have more difficulty in implementing such a gesture recognition system.
Therefore, it would be desirable to provide an apparatus and system that allow for proper gesture recognition in such a context, even employing lower quality hardware components and processing power, and that overcomes other drawbacks of the prior art.
In accordance with various embodiments of the invention a gesture recognition assistance method and apparatus for assisting in monitoring medication adherence may be provided. Such an assistance method may include a directional system for insuring that a user is properly positioned within an image acquisition space. The directional system may preferably include a color and/or shape based indication system to direct a user to a location in an image acquisition space to insure proper image acquisition. Alternative embodiments of the invention may further include sound to aid in conveying information to a user. The directional system may also be employed to determine and instruct changes in location of a pill or other medication. In accordance with a preferred embodiment of the system, when implemented on a mobile device or other reduced processing power device, a user may attempt to have their image acquired by the device including a fixed, relatively low resolution camera, a user may be shown an image or other representation of themselves and including various indications of incorrect positioning. The user may further be shown various arrows indicating a direction in which to move. Further, color may be employed to give a further indication to the user of proper location.
Therefore, by providing such guidance to the user, not only is the user guided through a sequence of steps to aid in proper medication administration, by effectively reducing the variability in user behavior, the processing required to accurately determine whether the user is properly administering such medication is also reduced.
Furthermore, the present invention may also be applicable to additional forms of medication administration, such as injectables, inhalers, topical applications, ocular applications and the like, as well as various other medical maintenance procedures, such as user of cardiac monitors, or other monitoring devices or the like. Indeed, the invention may be applicable to any medical procedure in which reducing variability of patient behavior to allow for remote monitoring employing a gesture recognition system may be employed.
Still other objects and advantages of the invention will in part be obvious and will in part be apparent from the specification and drawings.
The invention accordingly comprises the several steps and the relation of one or more of such steps with respect to each of the others, and the apparatus embodying features of construction, combinations of elements and arrangement of parts that are adapted to affect such steps, all as exemplified in the following detailed disclosure, and the scope of the invention will be indicated in the claims.
For a more complete understanding of the invention, reference is made to the following description and accompanying drawings, in which:
The invention will now be described making reference to the following drawings in which like reference numbers denote like structure or steps. Referring first to
Referring next to
Also provided may be an intermediate sized head tracing 130 showing a direction in which the user is to move, and a full sized head tracing 140. Once the user's head is sized coincident with the full sized head tracing, it may be considered that the user is at a correct distance from the image capture camera and display, as is shown in
Referring next to
Next,
Referring next to
Referring next to
Once properly positioned, as is shown in
Therefore, in accordance with the invention, a set of one or more indicators may be provided to a user to aid in proper following of a predetermined script to aid in the proper acquisition of the various movements of the user, so that the system is able to determine whether the user is properly positioned in front of an image acquisition camera, and whether the user has properly positioned a pill for ingestion. Various positive reinforcement mechanisms may be employed in accordance with the monitoring system of the various embodiments of the invention, thus encouraging the user to properly perform various actions and reducing the variability in such actions, therefore easing the burden on the system to properly determine proper performance of such actions by the user. The user may also perceive the system as one that is easy to use, thus even further encouraging its use.
It will thus be seen that the objects set forth above, among those made apparent from the preceding description, are efficiently attained and, because certain changes may be made in carrying out the above method and in the construction(s) set forth without departing from the spirit and scope of the invention, it is intended that all matter contained in the above description and shown in the accompanying drawings shall be interpreted as illustrative and not in a limiting sense.
It is also to be understood that this description is intended to cover all of the generic and specific features of the invention herein described and all statements of the scope of the invention which, as a matter of language, might be said to fall there between.
This application is a continuation, and claims priority, of co-pending U.S. application Ser. No. 15/840,836, filed Dec. 13, 2017, now U.S. Pat. No. 10,149,648, issued Dec. 11, 2018, which is a continuation of U.S. application Ser. No. 15/337,551, filed Oct. 28, 2016, now U.S. Pat. No. 9,844,337, issued Dec. 19, 2017, which is a continuation of U.S. application Ser. No. 14/073,525, filed Nov. 6, 2013, now U.S. Pat. No. 9,486,720, issued Nov. 8, 2016, which is a continuation of U.S. application Ser. No. 12/899,510, filed Oct. 6, 2010, now U.S. Pat. No. 8,605,165, issued Dec. 10, 2013. The contents of all of the prior applications are incorporated herein by reference in their entirety.
Number | Name | Date | Kind |
---|---|---|---|
3814845 | Hurlbrink et al. | Jun 1974 | A |
5065447 | Barnsley et al. | Nov 1991 | A |
5441047 | David et al. | Aug 1995 | A |
5544649 | David et al. | Aug 1996 | A |
5619991 | Sloane | Apr 1997 | A |
5646912 | Cousin | Jul 1997 | A |
5752621 | Passamante | May 1998 | A |
5764296 | Shin | Jun 1998 | A |
5772593 | Hakamata | Jun 1998 | A |
5810747 | Brudny et al. | Sep 1998 | A |
5911132 | Sloane | Jun 1999 | A |
5961446 | Beller et al. | Oct 1999 | A |
6151521 | Guo et al. | Nov 2000 | A |
6154558 | Hsieh | Nov 2000 | A |
6233428 | Fryer | May 2001 | B1 |
6283761 | Joao | Sep 2001 | B1 |
6380858 | Yarin et al. | Apr 2002 | B1 |
6409661 | Murphy | Jun 2002 | B1 |
6421650 | Goetz et al. | Jul 2002 | B1 |
6483993 | Misumi et al. | Nov 2002 | B1 |
6484144 | Martin et al. | Nov 2002 | B2 |
6535637 | Wootton et al. | Mar 2003 | B1 |
6611206 | Eshelman et al. | Aug 2003 | B2 |
6705991 | Bardy | Mar 2004 | B2 |
6879970 | Shiffman et al. | Apr 2005 | B2 |
6988075 | Hacker | Jan 2006 | B1 |
7184047 | Crampton | Feb 2007 | B1 |
7184075 | Reiffel | Feb 2007 | B2 |
7256708 | Rosenfeld et al. | Aug 2007 | B2 |
7277752 | Matos | Oct 2007 | B2 |
7304228 | Bryden et al. | Dec 2007 | B2 |
7307543 | Rosenfeld et al. | Dec 2007 | B2 |
7317967 | DiGianfilippo et al. | Jan 2008 | B2 |
7340077 | Gokturk | Mar 2008 | B2 |
7395214 | Shillingburg | Jul 2008 | B2 |
7415447 | Shiffman et al. | Aug 2008 | B2 |
7448544 | Louie et al. | Nov 2008 | B1 |
7562121 | Berisford et al. | Jul 2009 | B2 |
7627142 | Kurzweil et al. | Dec 2009 | B2 |
7657443 | Crass et al. | Feb 2010 | B2 |
7692625 | Morrison et al. | Apr 2010 | B2 |
7747454 | Bartfeld et al. | Jun 2010 | B2 |
7761311 | Clements et al. | Jul 2010 | B2 |
7769465 | Matos | Aug 2010 | B2 |
7774075 | Lin et al. | Aug 2010 | B2 |
7874984 | Elsayed et al. | Jan 2011 | B2 |
7881537 | Ma et al. | Feb 2011 | B2 |
7908155 | Fuerst et al. | Mar 2011 | B2 |
7912733 | Clements et al. | Mar 2011 | B2 |
7956727 | Loncar | Jun 2011 | B2 |
7983933 | Karkanias et al. | Jul 2011 | B2 |
8107672 | Goto | Jan 2012 | B2 |
8321284 | Clements et al. | Nov 2012 | B2 |
20010049673 | Dulong et al. | Dec 2001 | A1 |
20010056358 | Dulong et al. | Dec 2001 | A1 |
20020026330 | Klein | Feb 2002 | A1 |
20020093429 | Matsushita et al. | Jul 2002 | A1 |
20020143563 | Hufford et al. | Oct 2002 | A1 |
20030164172 | Chumas et al. | Sep 2003 | A1 |
20030190076 | Delean | Oct 2003 | A1 |
20030225325 | Kagermeier et al. | Dec 2003 | A1 |
20040100572 | Kim | May 2004 | A1 |
20040107116 | Brown | Jun 2004 | A1 |
20040155780 | Rapchak | Aug 2004 | A1 |
20050144150 | Ramamurthy et al. | Jun 2005 | A1 |
20050148847 | Uchiyama | Jul 2005 | A1 |
20050149361 | Saus et al. | Jul 2005 | A1 |
20050180610 | Kato et al. | Aug 2005 | A1 |
20050182664 | Abraham-Fuchs et al. | Aug 2005 | A1 |
20050234381 | Niemetz et al. | Oct 2005 | A1 |
20050267356 | Ramasubramanian et al. | Dec 2005 | A1 |
20060066584 | Barkan | Mar 2006 | A1 |
20060169294 | Kaler et al. | Aug 2006 | A1 |
20060218011 | Walker et al. | Sep 2006 | A1 |
20060238549 | Marks | Oct 2006 | A1 |
20070008112 | Covannon et al. | Jan 2007 | A1 |
20070008113 | Spoonhower et al. | Jan 2007 | A1 |
20070030363 | Cheatle et al. | Feb 2007 | A1 |
20070041621 | Lin et al. | Feb 2007 | A1 |
20070118389 | Shipon | May 2007 | A1 |
20070194034 | Vasiadis | Aug 2007 | A1 |
20070233035 | Wehba et al. | Oct 2007 | A1 |
20070233049 | Wehba et al. | Oct 2007 | A1 |
20070233050 | Wehba et al. | Oct 2007 | A1 |
20070233281 | Wehba et al. | Oct 2007 | A1 |
20070233520 | Wehba et al. | Oct 2007 | A1 |
20070233521 | Wehba et al. | Oct 2007 | A1 |
20070265880 | Bartfeld et al. | Nov 2007 | A1 |
20070273504 | Tran | Nov 2007 | A1 |
20080000979 | Poisner | Jan 2008 | A1 |
20080093447 | Johnson et al. | Apr 2008 | A1 |
20080114226 | Music et al. | May 2008 | A1 |
20080114490 | Jean-Pierre | May 2008 | A1 |
20080138604 | Kenney et al. | Jun 2008 | A1 |
20080140444 | Karkanias et al. | Jun 2008 | A1 |
20080161660 | Arneson | Jul 2008 | A1 |
20080162192 | Vonk et al. | Jul 2008 | A1 |
20080178126 | Beeck et al. | Jul 2008 | A1 |
20080201174 | Ramasubramanian et al. | Aug 2008 | A1 |
20080219493 | Tadmor | Sep 2008 | A1 |
20080239104 | Koh | Oct 2008 | A1 |
20080273097 | Nagashima | Nov 2008 | A1 |
20080275738 | Shillingburg | Nov 2008 | A1 |
20080290168 | Sullivan et al. | Nov 2008 | A1 |
20080297589 | Kurtz et al. | Dec 2008 | A1 |
20080303638 | Nguyen et al. | Dec 2008 | A1 |
20090012818 | Rodgers | Jan 2009 | A1 |
20090018867 | Reiner | Jan 2009 | A1 |
20090043610 | Nadas et al. | Feb 2009 | A1 |
20090048871 | Skomra | Feb 2009 | A1 |
20090095837 | Lindgren | Apr 2009 | A1 |
20090127339 | Needhan et al. | May 2009 | A1 |
20090128330 | Monroe | May 2009 | A1 |
20090159714 | Coyne, III et al. | Jun 2009 | A1 |
20090217194 | Martin et al. | Aug 2009 | A1 |
20090245655 | Matsuzaka | Oct 2009 | A1 |
20090259123 | Navab et al. | Oct 2009 | A1 |
20090299142 | Uchiyama et al. | Dec 2009 | A1 |
20100042430 | Bartfeld | Feb 2010 | A1 |
20100050134 | Clarkson | Feb 2010 | A1 |
20100057646 | Martin et al. | Mar 2010 | A1 |
20100092093 | Akatsuka et al. | Apr 2010 | A1 |
20100130250 | Choi | May 2010 | A1 |
20100136509 | Mejer et al. | Jun 2010 | A1 |
20100138154 | Kon | Jun 2010 | A1 |
20100225773 | Lee | Sep 2010 | A1 |
20100234792 | Dacey, Jr. et al. | Sep 2010 | A1 |
20100255598 | Melker | Oct 2010 | A1 |
20100262436 | Chen et al. | Oct 2010 | A1 |
20100316979 | Von Bismarck | Dec 2010 | A1 |
20110004059 | Arneson | Jan 2011 | A1 |
20110021952 | Vallone | Jan 2011 | A1 |
20110069159 | Soler et al. | Mar 2011 | A1 |
20110119073 | Hanina et al. | May 2011 | A1 |
20110141009 | Izumi | Jun 2011 | A1 |
20110153360 | Hanina et al. | Jun 2011 | A1 |
20110161109 | Pinsonneault et al. | Jun 2011 | A1 |
20110190595 | Bennett et al. | Aug 2011 | A1 |
20110195520 | Leider et al. | Aug 2011 | A1 |
20110275051 | Hanina et al. | Nov 2011 | A1 |
20120046542 | Csavoy et al. | Feb 2012 | A1 |
20120075464 | Derenne et al. | Mar 2012 | A1 |
Entry |
---|
Ammouri, et al., “Face and Hands Detection and Tracking Applied to the Monitoring of Medication Intake,” Computer and Robot Vision, 2008. CRV '08. Canadian Conference, 147(154):28-30, (May 2008). |
Batz, et al. “A computer Vision System for Monitoring Medication Intake,” in Proc. IEEE 2nd Canadian Conf. on Computer and Robot Vision, Victoria, BC, Canada, 2005, pp. 362-369. |
Bilodeau et al. Monitoring of Medication Intake Using a Camera System. Journal of Medical Systems 2011. [retrieved on Feb. 18, 2013] Retrieved from ProQuest Technology Collection. |
Chen, Pauline W., “Texting as a Health Tool for Teenagers”, The New York Times, Nov. 5, 2009, http://www.nytmes.com/2009/11/05/health/0512/899,510. |
Danya International, Inc., “Pilot Study Using Cell Phones for Mobile Direct Observation Treatment to Monitor Medication Compliance of TB Patients”, Mar. 20, 2009, www.danya.com/MDOT.asp. |
Global Tuberculosis Control: A short update to the 2009 report, World Health Organization, (2009). |
Huynh et al., “Real time detection, tracking and recognition of medication intake.” World Academy of Science, Engineering and Technology 60 (2009), 280-287. |
Mintchell, “Exploring the Limits of Machine Vision”, Automating World, Oct. 1, 2011. |
Osterberg, Lars and Blaschke, Terrence, “Adherence to Medication”, New England Journal of Medicine 2005; 353:487-97, Aug. 4, 2005. |
Super-Resolution, Wikipedia, (Oct. 5, 2010). |
University of Texas, GuideView, Mar. 15, 2007, http://www.sahs.uth.tmc.edu/MSriram/GuideView. |
Valin, et al. “Video Surveillance of Medication intake”, Int. Conf. of the IEEE Engineering in Medicine and Biology Society, New York City, USA, Aug. 2006. |
Wang et al. “Recent Developments in human motion analysis.” Pattern Recognition 36 (220) 585-601 (Nov. 2001). |
Whitecup, Morris S., “2008 Patient Adherence Update: New Approaches for Success”, www.guideline.com , The Trend Report Series, (Oct. 1, 2008). |
Final Office Action from PTO, (U.S. Appl. No. 12/620,686), (dated May 8, 2012), 1-24. |
Final Office Action from PTO, (U.S. Appl. No. 13/558,377), dated May 7, 2013, 1-29. |
Final Office Action from PTO, (U.S. Appl. No. 12/646,383), (dated May 8, 2012), 1-31. |
Final Office Action from PTO, (U.S. Appl. No. 13/588,380), (dated Mar. 1, 2013), 1-27. |
Final Office Action from PTO, (U.S. Appl. No. 12/646,603), (dated Feb. 1, 2012), 1-17. |
Final Office Action from PTO, (U.S. Appl. No. 12/728,721), (dated Apr. 12, 2012), 1-31. |
Final Office Action from PTO, (U.S. Appl. No. 12/815,037), (dated Sep. 13, 2012), 1-15. |
Final Office Action from PTO, (U.S. Appl. No. 12/899,510), (dated Aug. 20, 2013). |
Final Office Action from PTO, (U.S. Appl. No. 12/898,338), dated Nov. 9, 2012), 1-12. |
Final Office Action from PTO, (U.S. Appl. No. 13/189,518), (dated Jul. 23, 2013), 1-16. |
International Preliminary Report on Patentability, (PCT/US2010/056935) (dated May 31, 2012), 1-8. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/620,686), (dated Dec. 21, 2011),1-78. |
Non-Final Office Action from PTO, (U.S. Appl. No. 13/558,377), (dated Oct. 22, 2012), 1-21. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/646,383), (dated Dec. 22, 2011),1-78. |
Non-Final Office Action from PTO, (U.S. Appl. No. 13/558,380), (date Oct. 4, 2012), 1-20. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/646,603), (dated Oct. 13, 2011),1-74. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/646,603), (dated Jun. 13, 2013), 1-16. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/728,721), (dated Jan. 6, 2012), 1-31. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/728,721), (dated May 9, 2013), 1-25. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/815,037), (dated Mar. 28, 2012),1-17. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/815,037), (dated Jul. 18, 2013), 1-19. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/899,510), (dated Jan. 23, 2013), 1-20. |
Non-Final Office Action from PTO, (U.S. Appl. No. 12/898,338), (dated Jun. 19, 2012), 1-16. |
Non-Final Office Action from PTO, (U.S. Appl. No. 13/189,518), (dated Dec. 21, 2012), 1-10. |
Non-Final Office Action from PTO, (U.S. Appl. No. 13/235,387), dated Sep. 12, 2013), 1-16. |
PCT Search report and written opinion, (PCT/US2010/56935, (dated Jan. 12, 2011),1-9. |
PCT Search report and written opinion, (PCT/US2011/35093, (dated Sep. 12, 2011),1-8. |
PCT Search report and written opinion, (PCT/US11/54666), (dated Feb. 28, 2012), 1-13. |
PCT Search report and written opinion, (PCT/US11/54668), dated Feb. 28, 2012, 1-12. |
PCT Search report and written opinion, (PCT/US12/41785), (dated Aug. 17, 2012),1-10. |
PCT Search report and written opinion, (PCT/US12/42843), (dated Aug. 31, 2012), 1-8. |
PCT Search report and written opinion, (PCT/US2012/051554), (dated Oct. 19, 2012), 1-12. |
PCT Search report and written opinion, (PCT/US12/59139), (dated Dec. 18, 2012), 1-15. |
PCT Search report and written Opinion, (PCT/US13/20026), (dated Aug. 5, 2013), 1-14. |
Number | Date | Country | |
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20190192070 A1 | Jun 2019 | US |
Number | Date | Country | |
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Parent | 15840836 | Dec 2017 | US |
Child | 16206871 | US | |
Parent | 15337551 | Oct 2016 | US |
Child | 15840836 | US | |
Parent | 14073525 | Nov 2013 | US |
Child | 15337551 | US | |
Parent | 12899510 | Oct 2010 | US |
Child | 14073525 | US |