document-understanding
2023.10
true
- Overview
- Document Understanding Process
- Quickstart tutorials
- Framework components
- ML packages
- Overview
- Document Understanding - ML package
- DocumentClassifier - ML package
- ML packages with OCR capabilities
- 1040 - ML package
- 1040 Schedule C - ML package
- 1040 Schedule D - ML package
- 1040 Schedule E - ML package
- 4506T - ML package
- 990 - ML Package - Preview
- ACORD125 - ML package
- ACORD126 - ML package
- ACORD131 - ML package
- ACORD140 - ML package
- ACORD25 - ML package
- Bank Statements - ML package
- Bills Of Lading - ML package
- Certificate of Incorporation - ML package
- Certificate of Origin - ML package
- Checks - ML package
- Children Product Certificate - ML package
- CMS 1500 - ML package
- EU Declaration of Conformity - ML package
- Financial Statements - ML package
- FM1003 - ML package
- I9 - ML package
- ID Cards - ML package
- Invoices - ML package
- Invoices Australia - ML package
- Invoices China - ML package
- Invoices India - ML package
- Invoices Japan - ML package
- Invoices Shipping - ML package
- Packing Lists - ML package
- Passports - ML package
- Payslips - ML package
- Purchase Orders - ML package
- Receipts - ML Package
- Remittance Advices - ML package
- UB04 - ML package
- Utility Bills - ML package
- Vehicle Titles - ML package
- W2 - ML package
- W9 - ML package
- Other Out-of-the-box ML Packages
- Public Endpoints
- Hardware requirements
- Pipelines
- Document Manager
- OCR services
- Deep Learning
- Document Understanding deployed in Automation Suite
- Document Understanding deployed in AI Center standalone
- Licensing
- Activities
- UiPath.Abbyy.Activities
- UiPath.AbbyyEmbedded.Activities
- UiPath.DocumentProcessing.Contracts
- UiPath.DocumentUnderstanding.ML.Activities
- UiPath.DocumentUnderstanding.OCR.LocalServer.Activities
- UiPath.IntelligentOCR.Activities
- UiPath.OCR.Activities
- UiPath.OCR.Contracts
- UiPath.OmniPage.Activities
- UiPath.PDF.Activities
Out-of-the-box pre-trained ML packages
Document Understanding User Guide
Last updated Sep 5, 2024
Out-of-the-box pre-trained ML packages
We offer a set of pre-trained Machine Learning extraction capabilities (listed below), as well as the ability to train custom extractors either starting from one of these pre-trained extractors, or starting from scratch.
We provide a range of pre-trained out-of-the-box models that can process common document types. These models are available
as public endpoints, such as
https://govcloud.uipath.us/ie/invoices
, which can be consumed by activities right away without any model training.
These models can be integrated into automations in the following ways:
- In classic RPA workflows in Studio Desktop using the IntelligentOCR.Activities, the OCR.Activities, and the DocumentUnderstanding.ML.Activities packages.
- In cross-platform, RPA workflows in Studio Desktop or Studio Web using the DocumentUnderstanding.Activities package.
- By calling the Document UnderstandingTM REST APIs.
Note: For the complete list of extracted fields for each document type, check
the Out-of-the-box Models Details file.
You
can also check the list of fields and types on any endpoint, including public
endpoints or Skills deployed in AI Center, in the
/info/model
object. To access this, simply add /info/model
to any endpoint,
like so: https://du.uipath.com/ie/invoices/info/model
. For an
enhanced reading experience of the fields list, it's recommended to install a
JSON viewer extension in your browser.
Document Type | Lines of Business | Public Endpoint URL |
---|---|---|
Preview | Tax |
|
Preview | Tax |
|
- Preview | Tax |
|
Tax |
| |
1040 Schedule C Preview | Tax |
|
1040 Schedule D Preview | Tax |
|
1040 Schedule E Preview | Tax |
|
Preview | Tax |
|
HR Employee Onboarding, Tax |
| |
Preview | Tax |
|
Insurance Applications |
| |
ACORD 125 Commercial Insurance Application | Insurance Applications |
|
ACORD 126 Commercial General Liability Insurance Section Form | Insurance Applications |
|
ACORD 131 Umbrella / Excess Insurance Section Form | Insurance Applications |
|
ACORD 140 Property Insurance Section Form | Insurance Applications |
|
Bank Statements | Know Your Customer, Lending, Banking |
|
Bills of Lading | Shipping, Supply Chain |
|
Certificate of Incorporation/Good Standing | Supply Chain, Know Your Customer, Retail |
|
Certificate of Origin | Supply Chain, Retail |
|
Checks | Banking |
|
Supply Chain, Retail |
| |
Insurance, Claims Processing, Healthcare |
| |
Supply Chain, Retail |
| |
Financial Statement | Finance, Banking, Know Your Customer |
|
FM 1003 Uniform Residential Loan Application Form - Preview | Lending, Banking |
|
I9 Employment Eligibility Verification Form | HR Employee Onboarding |
|
Know Your Customer, Public Sector |
| |
Invoices | Accounts Payable, Order to Cash, Finance |
|
Invoices China | Accounts Payable, Order to Cash, Finance |
|
Preview | Accounts Payable, Order to Cash, Finance |
|
Invoices India | Accounts Payable, Order to Cash, Finance |
|
Invoices Japan | Accounts Payable, Order to Cash, Finance |
|
Invoices Shipping | Accounts Payable, Order to Cash, Finance, Shipping, Supply Chain |
|
Packing Lists | Shipping, Supply Chain |
|
Passports | Know Your Customer |
|
Payslips | Payroll, HR |
|
Purchase Orders | Order to Cash, Finance, Accounts Receivable |
|
Receipts | Expense |
|
Remittance Advices | Order to Cash, Finance, Accounts Receivable |
|
UB04 Preview | Insurance, Claims Processing, Healthcare |
|
Utility Bills | Know Your Customer, Property Management |
|
Vehicle Titles | Public Sector, Lending, Finance |
|
Tax, Lending, Know Your Customer |
| |
W9 Request for Taxpayer Identification Number and Certification | HR, Employee onboarding |
|