Methods, apparatus, systems and articles of manufacture are disclosed to detect unconfined view media. A disclosed apparatus includes means for generating a pixel map to generate a reference pixel map for media data; means for detecting a field of view to detect a field of view for a presentation of the media data; and means for determining a view edge to determine a first view edge based on the field of view and the reference pixel map and that the media data corresponds to unconfined view media based on the first view edge.