The central idea conveyed in the poem Photograph revolves around the concepts of loss, memory, and the fleeting nature of life. It delves into the notion that although individuals may pass away, they can still exist in a peculiar manner through the recollections held by others. These recollections are not solely confined to one's mind but can also manifest physically, such as in the form of photographs.