Methods, systems, and apparatus for receiving a query image, receiving one or more entities that are associated with the query image, identifying, for one or more of the entities, one or more candidate search queries that are pre-associated with the one or more entities, generating a respective relevance score for each of the candidate search queries, selecting, as a representative search query for the query image, a particular candidate search query based at least on the generated respective relevance scores and providing the representative search query for output in response to receiving the query image.

Systems and methods are disclosed for controlling image annotation. One method includes acquiring a digital representation of image data and generating a set of image annotations for the digital representation of the image data. The method also may include determining an association between members of the set of image annotations and generating one or more groups of members based on the association. A representative annotation from the one or more groups may also be determined, presented for selection, and the selection may be recorded in memory.

An information handling system includes a memory device and a processor. The processor instantiates a knowledge base that includes knowledge base information arranged into a parent image locale (PIL) that includes a parent image that presents a portion of the knowledge base information in a first language. The processor translates the knowledge base information into a second language. In translating, the processor further determines that the knowledge base information has previously been translated into the second language based upon the knowledge base information being further arranged into a child image locale (CIL) that includes a child image that presents the portion of the knowledge base information in the second language, and replaces the child image with the parent image in the CIL when a first date when the parent image was modified is later than a second date when the child image was modified.

Division determination processing of determining division chronological for an image group captured in an event specific, and user interface control processing of performing control such that, for each time zone divided by the division determined by the division determination processing, division reflection display presented in a state in which all or some of images captured within a time zone are arranged in a first direction and each time zone is arranged in a second direction is performed are performed.

A messaging system performs engagement analysis based on labels associated with content items produced by users of the messaging system. The messaging system is configured to process content items comprising images to identify elements in the images and determine labels for the images based on conditions indicating when to associate a label of the labels with an image of the images based on the elements in the image. The messaging system is further configured to associate the label with the content item, in response to determining to associate the label with the image, associating the label with the content item. The messaging system is further configured to determine engagement scores for the label based on interactions of users with the content items associated with label and adjust the engagement scores to determine trends in the labels to generate adjusted engagement scores.

A method of image annotation includes selecting a plurality of annotation models related to an annotation task for an image, obtaining a candidate annotation map for the image from each of the plurality of annotation models, and selecting at least one of the candidate annotation maps to be displayed via a user interface, the candidate annotation maps comprising suggested annotations for the image. The method further includes receiving user selections or modifications of at least one of the suggested annotations from the candidate annotation map and generating a final annotation map based on the user selections or modifications.

A method of image annotation includes selecting a plurality of annotation models related to an annotation task for an image, obtaining a candidate annotation map for the image from each of the plurality of annotation models, and selecting at least one of the candidate annotation maps to be displayed via a user interface, the candidate annotation maps comprising suggested annotations for the image. The method further includes receiving user selections or modifications of at least one of the suggested annotations from the candidate annotation map and generating a final annotation map based on the user selections or modifications.

Systems, methods, and computer program products for monitoring an area. A data collection and analysis system includes a plurality of data collection devices. Each data collection device includes an imaging unit that captures images of the area. The system receives time-stamped images from the imaging units and identifies the articles of interest in the images. The system further determines a spatial location of each article of interest identified based at least in part on a location of the article of interest in the image and the location of the portion of the area in the image. Each article of interest is associated with its spatial location and the time stamp of the image in which it was identified in a database. In response to receiving a query associated with an article of interest at the database, the system displays a timeline for the article of interest.

An illustrator system accesses a multi-element document including a plurality of elements. The illustrator system selects, from the plurality of elements, a selected element. The illustrator system generates a replacement multi-element document that includes a substitute element in place of the selected element in the multi-element document, wherein the substitute element is different from the selected element. The illustrator system displays, via a user interface with the multi-element document, a preview of the replacement multi-element document providing a view of the replacement multi-element document, wherein the view of the replacement multi-element document is focused to depict the substitute element.

A document search device includes a processor, and a memory storing program instructions that cause the processor to search for an input keyword in a document database in which document information including text data extracted by using a character recognition process from document image data generated by imaging a paper document is stored, select a similar keyword in accordance with a degree of similarity to the input keyword from a group of wildcard strings generated from the input keyword and search for the similar keyword in the document database, the degree of similarity being determined by comparing each character of the input keyword with a corresponding character of a wildcard string in the group of wildcard strings, and output a search result obtained by searching for the input keyword in the document database and a search result obtained by searching for the similar keyword in the document database.