The present disclosure discloses a method, apparatus, device and storage medium for recognizing a bill image and a computer program product, relates to the fields of artificial intelligence deep learning and image processing. A specific implementation is: performing text detection on a bill image, and determining an attribute information set and a relationship information set of each text box of at least two text boxes in the bill image; determining a type of the text box and an associated text box that has a structural relationship with the text box based on the attribute information set and the relationship information set of the text box; and extracting structured bill data of the bill image, based on the type of the text box and the associated text box that has the structural relationship with the text box. The solution of embodiments of the present disclosure can support automatic recognition of a variety of bill images in different formats, and the recognition process does not require use of a template, which improves the versatility and accuracy of bill image recognition.