Systems and methods for generating synthetic data for static background models

A computing device comprising:

• a processor;
• and
• a memory encoded with instructions which, when executed, cause the processor to:
• generate a plurality of object assets, wherein each asset of the plurality of object assets comprises an object of interest;
• define a target zone comprising a background image;
• define a plurality of asset classes comprising a subset of the plurality of object assets depicted in the target zone, wherein each asset of the subset is depicted one or more times in the target zone;
• 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;
• determine one or more differences between the representations;
• and
• define at least one random class, 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.

A non-transitory machine-readable medium encoded with instructions, which when executed by a processor, cause the processor to:

• generate a plurality of object assets, wherein individual ones of the plurality of object assets comprise an object of interest;
• compile the plurality of object assets into a configuration file;
• define a plurality of asset classes from the configuration file, wherein individual ones of the plurality of asset classes comprises a subset of the plurality of object assets depicted in a target zone, wherein each asset of the subset of the plurality of object assets is depicted one or more times in the target zone;
• determine, for individual assets 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;
• determine one or more differences between the representations;
• and
• define at least one random class, 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.