Accenture Global Solutions Limited

Iron Mountain Incorporated

Ankit Chouksey

Madhura Shivaram

Swati Tata

Abhishek Gunjan

Pratip Samanta

Zhihong Zeng

Anwar Chaudhry

Sandeep Kumar

Zhi Chen

Arnest Tony Lewis

Narasimha Goli

A method of document image processing comprises, based on at least a document page image, generating a plurality of semantic tokens that includes a plurality of word tokens and a plurality of special tokens. Each special token among the plurality of special tokens represents a non-textual semantic element of the document image, and generating the plurality of semantic tokens includes predicting, for each special token among the plurality of special tokens, a token type of the special token. The method also comprises generating, for each semantic token among the plurality of semantic tokens, a corresponding semantic token embedding among a plurality of semantic token embeddings; and applying a trained model to process an input that is based on the plurality of semantic token embeddings and a plurality of visual token embeddings based on at least the document page image to generate a semantic processing result.

Document image processing including tokenization of non-textual semantic elements

An Artificial Intelligence (AI)-based data processing system employs a trained AI model for extracting features of products from various product classes and building a product ontology from the features. The product ontology is used to respond to user queries with product recommendations and customizations. Training data for the generation of the AI model for feature extraction is initially accessed and verified to determine of the training data meets a data density requirement. If the training data does not meet the data density requirement, data from one of a historic source or external sources is added to the training data. One of the plurality of AI models is selected for training based on the degree of overlap and the inter-class distance between the datasets of the various product classes within the training data.

Artificial intelligence (AI) based data processing

Growing community of inventors

Bhopal, India

Ankit Chouksey