Automatically Determine which Prebuilt Model to Use

Question

I am interested in receiving documents of many types from users. Then, for some of those documents, we want to use one of the applicable prebuilt models to extract the data. We can't count on the user knowing the difference between an invoice and a receipt for example (and garbage submissions are common) so is there a way to automatically recognize what model to use? Hopefully we don't have to send every document to every model until we find one with high confidence?

Answer 1

Hi Bulu

You can achieve automatic document type recognition and extraction using Azure Cognitive Services, specifically the Form Recognizer service (AI document intelligence). Form Recognizer is designed to automatically extract key-value pairs from documents.

And yes it can handle different document types without sending every document to every model, you can train a custom model for each document type using the supervised learning capabilities of Form Recognizer.

a custom model is advised kindly go through this document for a more detailed approach

https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/overview?view=doc-intel-4.0.0

If you find this helpful, kindly accept the answer thanks much.