Techniques related to synthesizing an image of a person in an unseen pose are discussed. Such techniques include detecting a body part occlusion for a body part in a representation of the person in a first image and, in response to the detected occlusion, projecting a representation of the body part from a second image having a different view into the first image. A geometric transformation based on a source pose of the person and a target pose is then applied to the merged image to generate a synthesized image comprising a representation of the person in the target pose.