Methods, apparatus, systems and articles of manufacture are disclosed to detect unconfined view media. A disclosed apparatus includes a pixel map generator to generate, by executing an instruction with a processor, a reference pixel map for media data; a field of view detector to detect, by executing an instruction with the processor, a field of view for a presentation of the media data; and a view edge determiner to determine, by executing an instruction with the processor, 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.