Fashion preference analysis

A system comprising:

• a storage device storing instructions;
• and
• a hardware processor, the instructions, when executed by the hardware processor, cause the system to perform operations comprising:
• receiving an image of a body of a user, the image captured at a point in time;
• performing an analysis of the image, the analysis comprising superimposing multiple bounding boxes over portions of the image and extracting multiple image swatches from the image based on the multiple bounding boxes, the multiple image swatches depicting one or more body parts of the user and one or more visual features of one or more items worn by the user on the one or more body parts at the point in time;
• scoring the multiple image swatches based on body part enclosure metrics determined for the multiple image swatches;
• identifying, based on the one or more visual features and the scoring of the multiple image swatches, one or more fashion items having one or more pre-identified visual features that match at least one of the one or more visual features of the one or more items worn by the user, the one or more fashion items from an inventory of fashion items stored in a database record;
• and
• transmitting a communication to a device associated with the user, the communication including an indication of the one or more fashion items.

A non-transitory machine-readable storage medium storing instructions that, when executed by one or more hardware processors, cause the one or more hardware processors to perform operations comprising:

• receiving an image of a body of a user, the image captured at a point in time;
• performing an analysis of the image, the analysis comprising superimposing multiple bounding boxes over portions of the image and extracting multiple image swatches from the image based on the multiple bounding boxes, the multiple image swatches depicting one or more body parts of the user and one or more visual features of one or more items worn by the user on the one or more body parts at the point in time;
• scoring the multiple image swatches based on body part enclosure metrics determined for the multiple image swatches;
• identifying, based on the one or more visual features and the scoring of the multiple image swatches, one or more fashion items having one or more pre-identified visual features that match at least one of the one or more visual features of the one or more items worn by the user, the one or more fashion items from an inventory of fashion items stored in a database record;
• and
• transmitting a communication to a device associated with the user, the communication including an indication of the one or more fashion items.