Disclosed are systems and methods including starting with a first number of images, generating a second number of images by digital operations on the first number of images, extracting features from the second number of images, and generating a classification model by training a neural network on the second number of images wherein the classification model provides a percentage likelihood of an image's categorisation, embedding the classification model in a processor and receiving an image for categorisation, wherein the processor is in communication with a POS system, the processor running the classification model to provide output to the POS system of a percentage likelihood of the image's categorisation.

A payment facilitating and processing system includes a payment terminal. The payment terminal includes a processor and a first receiver. The first receiver is configured to communicate with the processor. The payment facilitating and processing system further includes a second receiver, which is also configured to communicate with the processor. The payment facilitating and processing system still further includes a mobility assistance device including a transmitter. The transmitter is configured to receive payment information from a payment apparatus and transmit the payment information to the second receiver upon positioning of the transmitter in close proximity to the second receiver.

A system for anomaly detection in a self-checkout environment, comprising a processing unit for receiving transaction data from a self-checkout terminal: characterising an activity based on a set of features extracted from the received transaction data; defining a plurality of active intervals for each characterised activity; determining a meta-feature vector for each defined active interval of the plurality of active intervals; comparing each meta feature vector with a predefined set of vectors; and determining an anomaly based on the comparison.

The disclosure relates to a self-checkout system including a base and a scan gate extending over at least a portion of the base, the scan gate having a field of view that encompasses 360-degree coverage of the items such that the scan gate is able to obtain and read encoded data on any surface of the item passing through the scan gate. The base may include one or more rails positioned along the periphery to help retain items on the surface of the base once they have been passed through the scan gate.

The invention is a grocery bag loading rack and method of using same. Embodiments of the invention are useful for supporting most any type of grocery bag in the open position so that a user can fill the grocery bag, two-handed. Embodiments of the grocery bag loading rack may be used to load plastic gusseted t-shirt, paper, or reusable cloth or fabric grocery bags.

Methods of detecting scan avoidance events are disclosed herein. An example method includes measuring, by a weighing scale associated with a barcode reader, an unstable weight over a timeframe having a duration that is greater than a threshold duration. The method further includes monitoring for (i) the barcode reader's failure, during the first timeframe, to transition from a first state in which an imager of the barcode reader does not transmit images for decoding to a second state in which the imager captures images over an FOV including a product scanning region and transmits the captured images for decoding; or (ii) the barcode reader's failure to decode a barcode from images captured over the FOV including the product scanning region during the first timeframe; and generating an alert indicating a potential scan avoidance event responsive to both the measured unstable weight over the timeframe and one of (i) or (ii).

A modular shelter for one or more persons, comprising at least one interior space which is closed off from at least one adjacent space by at least one circumferentially closed wall, a floor and a ceiling, wherein the circumferentially closed wall is penetrated by at least one closable access opening, at least one presence sensor, which detects the presence and/or absence of a person in the interior space, and at least one first irradiation device for irradiating the interior with UVC rays.

Furthermore, there is a kit for producing a modular shelter and a hatch for a shelter, comprising a partition wall and two opening flaps which are arranged on two different sides of the partition wall and which allow access to a sliding tray which is movable back and forth between the opening flaps.

A modular shelter for one or more persons, comprising at least one interior space which is closed off from at least one adjacent space by at least one circumferentially closed wall, a floor and a ceiling, wherein the circumferentially closed wall is penetrated by at least one closable access opening, at least one presence sensor, which detects the presence and/or absence of a person in the interior space, and at least one first irradiation device for irradiating the interior with UVC rays.

Furthermore, there is a kit for producing a modular shelter and a hatch for a shelter, comprising a partition wall and two opening flaps which are arranged on two different sides of the partition wall and which allow access to a sliding tray which is movable back and forth between the opening flaps.

A retail facility and a merchandise processing method thereof are provided. The retail facility includes: a building including a merchandise display area configured to place a merchandise, a packaging area configured to package the merchandise, and a shipment area configured to output a packaged merchandise; a sorting device configured to sort the merchandises from the merchandise display area to the packaging area; a packaging device configured to package the merchandise entering the packaging area; and a conveying device configured to convey the packaged merchandise from the packaging area to the shipment area.

A retail facility and a merchandise processing method thereof are provided. The retail facility includes: a building including a merchandise display area configured to place a merchandise, a packaging area configured to package the merchandise, and a shipment area configured to output a packaged merchandise; a sorting device configured to sort the merchandises from the merchandise display area to the packaging area; a packaging device configured to package the merchandise entering the packaging area; and a conveying device configured to convey the packaged merchandise from the packaging area to the shipment area.