Customized visualizations

Applications and services providing customized visualizations are described. A visualization service can obtain parameters including spatial dimensions in an image or a view or positions of objects in the image or the view; and generate a query using the parameters. The visualization service can query, based on the generated query, a data resource for a set of images satisfying a preset similarity requirement. One or more images of the set of images can be provided for display. As part of the visualization, the one or more images provided for display are overlaid onto the image or the view. In some cases, one or more customizing criteria are obtained and used when generating the query.