1. A computer-implemented method, comprising: receiving, from a client device and by an image search engine, an image search query including (i) a query image and (ii) an indication of a particular image acquisition template that was overlaid on a viewfinder of the client device when the query image was captured and that depicts a canonical pose or view of a particular type of object; obtaining, by the image search engine, search results based at least on (i) the query image and (ii) the indication of the particular image acquisition template that was overlaid on the view finder of the client device when the query image was captured and that depicts the canonical pose or view of the particular type of object; and providing, by the image search engine to the client device, the search results for display on the client device.