Culture-aware recommendation over visual scanning in dynamic social environments

A computer program product comprising one or more computer readable storage media, and program instructions collectively stored on the one or more computer readable storage media, the program instructions executable by a processor to cause the processor to perform operations comprising:

• capturing an image of a physical object inside a bag from an object screening system, wherein the bag includes an identifier;
• generating a context information for the physical object based on the image;
• generating, contemporaneously with the generating the context information a cultural classification by a Culturally Aware Objects Model based in part on the context information, wherein the Culturally Aware Objects Model is trained on a cultural factor of an object, and the cultural classification is based on the identifier;
• generating a moderated context information by a Sensitive Information Moderation Model based in part on the cultural classification and the context information wherein the Sensitive Information Moderation Model is trained on a privacy parameter, wherein the Culturally Aware Objects Model comprises fine tuning a pre-trained machine learning model with a dataset of an object and an associated cultural factor of the object to adjust an accuracy of the context information;
• and
• computing a recommendation by a Recommendation Component based in part on the moderated context information wherein the object screening system is updated with the recommendation of a proposed action for the physical object.

A computer system comprising a processor and one or more computer readable storage media, and program instructions collectively stored on the one or more computer readable storage media, the program instructions executable by the processor to cause the processor to perform operations comprising:

• capturing an image of a physical object inside a bag from an object screening system, wherein the bag includes an identifier;
• generating a context information for the physical object based on the image;
• generating, contemporaneously with the generating the context information a cultural classification by a Culturally Aware Objects Model based in part on the context information, wherein the Culturally Aware Objects Model is trained on a cultural factor of an object, and the cultural classification is based on the identifier;
• generating a moderated context information by a Sensitive Information Moderation Model based in part on the cultural classification and the context information wherein the Sensitive Information Moderation Model is trained on a privacy parameter, wherein the Culturally Aware Objects Model comprises fine tuning a pre-trained machine learning model with a dataset of an object and an associated cultural factor of the object to adjust an accuracy of the context information;
• and
• computing a recommendation by a Recommendation Component based in part on the moderated context information wherein the object screening system is updated with the recommendation of a proposed action for the physical object.