| CPC G07G 3/003 (2013.01) [B62B 5/0423 (2013.01); G06F 18/21 (2023.01); G06F 18/214 (2023.01); G06F 18/22 (2023.01); G06F 18/24 (2023.01); G06N 20/00 (2019.01); G06Q 20/203 (2013.01); G06Q 20/4015 (2020.05); G06T 7/20 (2013.01); G06V 10/82 (2022.01); G06V 20/52 (2022.01); H04N 7/18 (2013.01); H04N 23/54 (2023.01); G06T 2207/10016 (2013.01); G06T 2207/10048 (2013.01); G06T 2207/30232 (2013.01)] | 22 Claims |

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1. A system for reducing push-out theft, comprising:
a camera positioned to capture images of contents of a shopping cart associated with a store, the camera mounted in a fixed location in the store;
a wheel assembly attached to the shopping cart, wherein the wheel assembly senses, and reports on a wireless network, wheel rotation events; and
a computing system comprising one or more processors, the computing system programmed to implement at least:
an item classifier that assigns classifications to items detected in the images using a trained machine learning model;
a correlator that uses the wheel rotation events to match an identifier of the shopping cart to a cart track detected in a sequence of images captured by the camera; and
an exit manager that determines whether to authorize the shopping cart to exit the store based on at least (1) a classification assigned by the item classifier to at least one item in the shopping cart, and (2) indicia of whether the at least one item has been paid for.
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