Abstract: Systems and methods are provided for generating synthetic datasets. The system can generate a plurality of object assets, wherein each asset comprises an object of interest. A plurality of asset classes can be defined, wherein each class comprises a subset of the plurality of assets depicted in a target zone, and wherein each asset of the subset is depicted one or more times in the target zone. The system can determine, for each asset of the plurality of object assets, a representation of a number of times the asset is depicted in an asset class of the plurality of asset classes and determine one or more differences between the representations. At least one random class can be defined, wherein the at least one random class comprises one or more assets of the plurality of object assets to reduce the one or more differences between the representations.

Abstract: Systems and methods are provided for adding a new item to a contactless sales system. The system can receive a plurality of images containing an object of interest located in virtual zones of the image. Each image can be cropped to contain the object of interest and associated metadata including localized zone and object information, such as SKU or name. The system can sort each image to a plurality of asset bins, wherein each asset bin corresponds to one of the one or more objects of interest. These asset bins can be added to a repository.

Abstract: Systems and methods are provided for generating synthetic datasets. The system can generate a plurality of object assets, wherein each asset comprises an object of interest. A plurality of asset classes can be defined, wherein each class comprises a subset of the plurality of assets depicted in a target zone, and wherein each asset of the subset is depicted one or more times in the target zone. The system can determine, for each asset of the plurality of object assets, a representation of a number of times the asset is depicted in an asset class of the plurality of asset classes and determine one or more differences between the representations. At least one random class can be defined, wherein the at least one random class comprises one or more assets of the plurality of object assets to reduce the one or more differences between the representations.