1. A computing device having adaptable image search, the computing device comprising: non-volatile memory configured to store a plurality of image recognition models; an image recognition program executed by a processor of the computing device, the computing device being a user computing device, and the image recognition program configured to: receive a query from a user, the query comprising text that is typed or converted from speech; receive a target image within which a search based on the query is to be performed; rank the image recognition models by confidence level for performing the search based on at least a comparison between the query and respective text descriptions of the image recognition models; determine whether the confidence level of any of the image recognition models is above a confidence threshold; and upon determining that at least one confidence level of the image recognition models is above the confidence threshold, select at least one of the image recognition models whose confidence level is above the confidence threshold; perform the search within the target image for a target region of the target image using at least one selected image recognition model locally on the processor; and return a search result to the user.