Abstract: The present disclosure provides a method, a device, and a computer readable storage medium for recognizing mixed typeset texts. The method includes: detecting one or more bounding boxes each containing a text paragraph from a picture; determining a text typesetting direction of each bounding box based on geometric characteristics of the bounding box, where the text typesetting direction includes horizontal and vertical; and inputting the bounding box into a text recognition network corresponding to the text typesetting direction, based on the text typesetting direction of the bounding box, to recognize texts in the bounding box.