The invention discloses a method for producing a non-fishy smell collagen membrane by fish processing leftovers, such as fishbone, fish skin, fish scale, fish muscle and the like. The technical process comprises the following steps: removing non collagen, degreasing, removing fishy odor and deashing, stirring and the like to the fish processing leftovers, such as the fishbone, the fishskin, the fish scale, the fish muscle and the like; adding plasticizer in the collagen acquired by hot water extraction and centrifugal separation, stirring, defoaming, drying and the like to prepare the collagen membrane. The invention utilizes fish processing leftovers as main raw materials, and develops a new way for the comprehensive utilization and the product development of the fish processing leftovers; the prepared collagen membrane has good mechanical strength and transparency and no fishy odor, can replace parts of plastic packaging films, can be eaten together with the packaged food, and has good effects on reducing the waste emission of aquatic product processing enterprises, reducing the use of the plastic packaging film in food, and protecting the environment.