When someone loses a large amount of weight would they look unrecognizable?

Your face would be slimmer, which would define your cheekbones a LOT more, and cheeckbones are an important feature on a face. They determine the shape and how sharp/sculpted your features are. So yes, losing weight would change looks pretty dramatically.