MULTI-MODAL ENSEMBLE DEEP LEARNING FOR START PAGE CLASSIFICATION OF DOCUMENT IMAGE FILE INCLUDING MULTIPLE DIFFERENT DOCUMENTS
Patent №
US 11,935,316
Granted
2024-03-19
Filed 2023
Owner
FIRST AMERICAN FINANCIAL CORPORATION
Lab
—
AI components
0
Assignment
None on record
Dataset
AIPD
Application
18136107
Multimodal techniques are described for classifying start pages and document types of an unstructured document image package. To that end, some implementations of the disclosure relate to a method, including: obtaining a document image file including multiple pages and multiple document types; generating, for each page of the multiple pages, using multiple independent trained models, multiple independent predictions, each of the multiple independent predictions indicating: whether or not the page is a first page of a document, or a document type of the multiple document types that the page corresponds to; and generating, for each page of the multiple pages, based on the multiple independent predictions, using a neural network, a final prediction output indicating whether or not the page is the first page of a document, or one of the multiple document types that the page corresponds to.
Ownership
FIRST AMERICAN FINANCIAL CORPORATION