Vehicle manipulation with convolutional image processing
Panu James Turcot, Pacifica, CA (US); Rana el Kaliouby, Milton, MA (US); Abdelrahman N. Mahmoud, Somerville, MA (US); and Seyedmohammad Mavadati, Watertown, MA (US)
Assigned to Affectiva, Inc., Boston, MA (US)
Filed by Affectiva, Inc., Boston, MA (US)
Filed on May 24, 2021, as Appl. No. 17/327,813.
Application 17/327,813 is a continuation in part of application No. 15/910,385, filed on Mar. 2, 2018, granted, now 11,017,250.
Application 15/910,385 is a continuation in part of application No. 15/886,275, filed on Feb. 1, 2018, granted, now 10,592,757, issued on Mar. 17, 2020.
Application 15/886,275 is a continuation in part of application No. 15/875,644, filed on Jan. 19, 2018, granted, now 10,627,817, issued on Apr. 21, 2020.
Application 15/910,385 is a continuation in part of application No. 15/666,048, filed on Aug. 1, 2017, abandoned.
Application 15/666,048 is a continuation in part of application No. 15/395,750, filed on Dec. 30, 2016, granted, now 11,232,290.
Application 15/875,644 is a continuation in part of application No. 15/273,765, filed on Sep. 23, 2016, abandoned.
Application 15/395,750 is a continuation in part of application No. 15/262,197, filed on Sep. 12, 2016, abandoned.
Application 15/262,197 is a continuation in part of application No. 14/796,419, filed on Jul. 10, 2015, abandoned.
Application 15/273,765 is a continuation in part of application No. 14/796,419, filed on Jul. 10, 2015, abandoned.
Application 14/796,419 is a continuation in part of application No. 14/460,915, filed on Aug. 15, 2014, abandoned.
Application 15/886,275 is a continuation in part of application No. 14/144,413, filed on Dec. 30, 2013, granted, now 9,934,425, issued on Apr. 3, 2018.
Application 14/144,413 is a continuation in part of application No. 14/064,136, filed on Oct. 26, 2013, granted, now 9,204,836, issued on Dec. 8, 2015.
Application 14/064,136 is a continuation in part of application No. 13/153,745, filed on Jun. 6, 2011, abandoned.
Application 14/460,915 is a continuation in part of application No. 13/153,745, filed on Jun. 6, 2011, abandoned.
Claims priority of provisional application 63/083,136, filed on Sep. 25, 2020.
Claims priority of provisional application 63/071,401, filed on Aug. 28, 2020.
Claims priority of provisional application 62/625,274, filed on Feb. 1, 2018.
Claims priority of provisional application 62/611,780, filed on Dec. 29, 2017.
Claims priority of provisional application 62/593,449, filed on Dec. 1, 2017.
Claims priority of provisional application 62/593,440, filed on Dec. 1, 2017.
Claims priority of provisional application 62/557,460, filed on Sep. 12, 2017.
Claims priority of provisional application 62/541,847, filed on Aug. 7, 2017.
Claims priority of provisional application 62/524,606, filed on Jun. 25, 2017.
Claims priority of provisional application 62/503,485, filed on May 9, 2017.
Claims priority of provisional application 62/469,591, filed on Mar. 10, 2017.
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Claims priority of provisional application 62/273,896, filed on Dec. 31, 2015.
Claims priority of provisional application 62/265,937, filed on Dec. 10, 2015.
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Claims priority of provisional application 62/128,974, filed on Mar. 5, 2015.
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Claims priority of provisional application 62/023,800, filed on Jul. 11, 2014.
Claims priority of provisional application 61/972,314, filed on Mar. 30, 2014.
Claims priority of provisional application 61/953,878, filed on Mar. 16, 2014.
Claims priority of provisional application 61/927,481, filed on Jan. 15, 2014.
Claims priority of provisional application 61/924,252, filed on Jan. 7, 2014.
Claims priority of provisional application 61/916,190, filed on Dec. 14, 2013.
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Claims priority of provisional application 61/798,731, filed on Mar. 15, 2013.
Claims priority of provisional application 61/747,810, filed on Dec. 31, 2012.
Claims priority of provisional application 61/747,651, filed on Dec. 31, 2012.
Claims priority of provisional application 61/719,383, filed on Oct. 27, 2012.
Claims priority of provisional application 61/467,209, filed on Mar. 24, 2011.
Claims priority of provisional application 61/447,464, filed on Feb. 28, 2011.
Claims priority of provisional application 61/447,089, filed on Feb. 27, 2011.
Claims priority of provisional application 61/439,913, filed on Feb. 6, 2011.
Claims priority of provisional application 61/414,451, filed on Nov. 17, 2010.
Claims priority of provisional application 61/388,002, filed on Sep. 30, 2010.
Claims priority of provisional application 61/352,166, filed on Jun. 7, 2010.
Prior Publication US 2021/0279514 A1, Sep. 9, 2021
1. A computer-implemented method for vehicle manipulation comprising:
initializing a computer for convolutional processing;
obtaining, using an imaging device within a first vehicle, a plurality of images of an occupant of the first vehicle;
training, on the computer initialized for convolutional processing, a multilayered analysis engine using the plurality of images, wherein the multilayered analysis engine includes multiple layers that include one or more convolutional layers and one or more hidden layers, and wherein the multilayered analysis engine is used for cognitive state analysis;
evaluating further images, using the multilayered analysis engine, wherein the further images include facial image data from one or more persons present in a second vehicle;
obtaining an additional plurality of opted-in crowdsourced images of one or more occupants of one or more additional vehicles, and performing crowdsourced image training based on demographics, and wherein the evaluating further images is weighted by a demographic assessment of the one or more persons present in the second vehicle; and
providing manipulation data to the second vehicle based on the evaluating.
