US 12,204,595 B2
Vehicle inventory search recommendation using image analysis driven by machine learning
Yue Duan, Plano, TX (US); Sunil Vasisht, Frisco, TX (US); Chi-san Ho, Allen, TX (US); and Micah Price, Anna, TX (US)
Assigned to Capital One Services, LLC, McLean, VA (US)
Filed by Capital One Services, LLC, McLean, VA (US)
Filed on Aug. 23, 2023, as Appl. No. 18/454,308.
Application 18/454,308 is a continuation of application No. 17/305,399, filed on Jul. 7, 2021, granted, now 11,775,597.
Application 17/305,399 is a continuation of application No. 16/685,385, filed on Nov. 15, 2019, granted, now 11,068,549, issued on Jul. 20, 2021.
Prior Publication US 2023/0394092 A1, Dec. 7, 2023
This patent is subject to a terminal disclaimer.
Int. Cl. G06F 16/953 (2019.01); G06F 16/56 (2019.01); G06F 16/583 (2019.01); G06N 3/08 (2023.01)
CPC G06F 16/953 (2019.01) [G06F 16/56 (2019.01); G06F 16/5838 (2019.01); G06F 16/5854 (2019.01); G06N 3/08 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A device, comprising:
one or more memories; and
one or more processors, coupled to the one or more memories, configured to:
identify, based on at least one model that processes an image of an object, a set of characteristics of the object,
wherein the at least one model outputs one or more image crops that include labeled characteristics of the object;
generate a first set of vectors that represent the set of characteristics;
assign, based on interaction data, at least one weight to the first set of vectors,
wherein the at least one weight is determined based on a sequence of interactions associated with the interaction data;
generate, based on filtering a second set of vectors, a subset of vectors,
wherein the filtering includes at least one of a vehicle orientation filtering technique or a layered vehicle characteristic filtering technique;
determine a set of similarity scores that indicate similarities between the first set of vectors and the subset of vectors; and
select, based on the set of similarity scores, a subset of images of objects to be displayed.