1. The faces are covered with a black box.
2. Standardized clothing.
3. The photos are straight shots (and for one dataset, side shots) taken in a blank room.
Dating profile pictures generally:
1. Prominently display your face.
2. Involve you wearing clothing indicative of how you present yourself.
3. Involve you in situations that are indicative of how you present yourself.