Architecture is provided for performing multimedia searches and returning media galleries, and then prominently displaying the galleries to a user. The disclosed innovation generates a gallery classifier and then displays found galleries to the user in a new and informative user interface. In one aspect, a system is provided that facilitates searching data for gallery pages. The system includes a gallery classifier that receives web data associated with web pages, and identifies a web page as a gallery page during a search operation. The system also includes a gallery user interface that presents a gallery page and associated content as part of the search process.