An approach for stroke extraction in free space utilizing a paired ring device is provided. The approach receives one or more images transmitted from the paired ring device, wherein the one or more images are transcribed sequentially from data related to one or more movements recorded by the paired ring device, and wherein the one or more images include one or more of a plurality of vector points, a plurality of coordinates, and a plurality of dots interconnected by a plurality of lines. The approach inputs the one or more images into a character training model. The approach maps the one or more images into one or more characters. The approach transcribes the one or more characters into a digital document.