1. A method performed on at least one computer processor, said method comprising: receiving a first image to display on a first web page; identifying at least one additional web page comprising a second image related to said first image; analyzing each of said web pages to determine a context for said first image; from said context, identifying one or more annotations related to said first image; evaluating each identified annotation to determine which annotations to display with said first image; selecting one or more annotations based on the evaluation of the identified annotations; creating an annotated image for rendering that includes the selected one or more annotations; and displaying an updated first web page with the annotated image.