An approach is provided for removing information from image data using markers. As used herein, the term “marker” refers to a physical object included in an image of one or more objects when the image is captured. Markers are used to identify, either directly, indirectly, or both, information to be removed from image data. The approach is applicable to any type of information, such as information that identifies one or more individuals, referred to herein as “identifying information.”