Receipt OCR Java
The Java OCR SDK supports the Receipt API.
Using the sample below, we are going to illustrate how to extract the data that we want using the OCR SDK.
Quick-Start
import com.mindee.MindeeClient;
import com.mindee.input.LocalInputSource;
import com.mindee.parsing.common.PredictResponse;
import com.mindee.product.receipt.ReceiptV5;
import java.io.File;
import java.io.IOException;
public class SimpleMindeeClient {
public static void main(String[] args) throws IOException {
String apiKey = "my-api-key";
String filePath = "/path/to/the/file.ext";
// Init a new client
MindeeClient mindeeClient = new MindeeClient(apiKey);
// Load a file from disk
LocalInputSource inputSource = new LocalInputSource(filePath);
// Parse the file
PredictResponse<ReceiptV5> response = mindeeClient.parse(
ReceiptV5.class,
inputSource
);
// Print a summary of the response
System.out.println(response.toString());
// Print a summary of the predictions
// System.out.println(response.getDocument().toString());
// Print the document-level predictions
// System.out.println(response.getDocument().getInference().getPrediction().toString());
// Print the page-level predictions
// response.getDocument().getInference().getPages().forEach(
// page -> System.out.println(page.toString())
// );
}
}
You can also call this product asynchronously:
import com.mindee.MindeeClient;
import com.mindee.input.LocalInputSource;
import com.mindee.parsing.common.AsyncPredictResponse;
import com.mindee.product.receipt.ReceiptV5;
import java.io.File;
import java.io.IOException;
public class SimpleMindeeClient {
public static void main(String[] args) throws IOException, InterruptedException {
String apiKey = "my-api-key";
String filePath = "/path/to/the/file.ext";
// Init a new client
MindeeClient mindeeClient = new MindeeClient(apiKey);
// Load a file from disk
LocalInputSource inputSource = new LocalInputSource(new File(filePath));
// Parse the file asynchronously
AsyncPredictResponse<ReceiptV5> response = mindeeClient.enqueueAndParse(
ReceiptV5.class,
inputSource
);
// Print a summary of the response
System.out.println(response.toString());
// Print a summary of the predictions
// System.out.println(response.getDocumentObj().toString());
// Print the document-level predictions
// System.out.println(response.getDocumentObj().getInference().getPrediction().toString());
// Print the page-level predictions
// response.getDocumentObj().getInference().getPages().forEach(
// page -> System.out.println(page.toString())
// );
}
}
Output (RST):
########
Document
########
:Mindee ID: d96fb043-8fb8-4adc-820c-387aae83376d
:Filename: default_sample.jpg
Inference
#########
:Product: mindee/expense_receipts v5.3
:Rotation applied: Yes
Prediction
==========
:Expense Locale: en-GB; en; GB; GBP;
:Purchase Category: food
:Purchase Subcategory: restaurant
:Document Type: EXPENSE RECEIPT
:Purchase Date: 2016-02-26
:Purchase Time: 15:20
:Total Amount: 10.20
:Total Net: 8.50
:Total Tax: 1.70
:Tip and Gratuity:
:Taxes:
+---------------+--------+----------+---------------+
| Base | Code | Rate (%) | Amount |
+===============+========+==========+===============+
| 8.50 | VAT | 20.00 | 1.70 |
+---------------+--------+----------+---------------+
:Supplier Name: Clachan
:Supplier Company Registrations: Type: VAT NUMBER, Value: 232153895
Type: VAT NUMBER, Value: 232153895
:Supplier Address: 34 Kingley Street W1B 50H
:Supplier Phone Number: 02074940834
:Receipt Number: 54/7500
:Line Items:
+--------------------------------------+----------+--------------+------------+
| Description | Quantity | Total Amount | Unit Price |
+======================================+==========+==============+============+
| Meantime Pale | 2.00 | 10.20 | |
+--------------------------------------+----------+--------------+------------+
Page Predictions
================
Page 0
------
:Expense Locale: en-GB; en; GB; GBP;
:Purchase Category: food
:Purchase Subcategory: restaurant
:Document Type: EXPENSE RECEIPT
:Purchase Date: 2016-02-26
:Purchase Time: 15:20
:Total Amount: 10.20
:Total Net: 8.50
:Total Tax: 1.70
:Tip and Gratuity:
:Taxes:
+---------------+--------+----------+---------------+
| Base | Code | Rate (%) | Amount |
+===============+========+==========+===============+
| 8.50 | VAT | 20.00 | 1.70 |
+---------------+--------+----------+---------------+
:Supplier Name: Clachan
:Supplier Company Registrations: Type: VAT NUMBER, Value: 232153895
Type: VAT NUMBER, Value: 232153895
:Supplier Address: 34 Kingley Street W1B 50H
:Supplier Phone Number: 02074940834
:Receipt Number: 54/7500
:Line Items:
+--------------------------------------+----------+--------------+------------+
| Description | Quantity | Total Amount | Unit Price |
+======================================+==========+==============+============+
| Meantime Pale | 2.00 | 10.20 | |
+--------------------------------------+----------+--------------+------------+
Field Types
Standard Fields
These fields are generic and used in several products.
BaseField
Each prediction object contains a set of fields that inherit from the generic BaseField
class.
A typical BaseField
object will have the following attributes:
- confidence (
Double
): the confidence score of the field prediction. - boundingBox (
Polygon
): contains exactly 4 relative vertices (points) coordinates of a right rectangle containing the field in the document. - polygon (
Polygon
): contains the relative vertices coordinates (polygon
extendsList<Point>
) of a polygon containing the field in the image. - pageId (
Integer
): the ID of the page, alwaysnull
when at document-level.
Note: A
Point
simply refers to a List ofDouble
.
Aside from the previous attributes, all basic fields have access to a custom toString
method that can be used to print their value as a string.
AmountField
An amount field AmountField
extends BaseField
, but also implements:
- value (
Double
): corresponds to the field value. Can benull
if no value was extracted.
ClassificationField
The classification field ClassificationField
extends BaseField
, but also implements:
- value (
strong
): corresponds to the field value. - confidence (
double
): the confidence score of the field prediction.
Note: a classification field's
value is always a
String`.
CompanyRegistrationField
Aside from the basic BaseField
attributes, the company registration field CompanyRegistrationField
also implements the following:
- type (
String
): the type of company. - value (
String
): corresponds to the field value. - toTableLine(): a method that formats the data to fit in a .rst display.
StringField
The text field StringField
extends BaseField
, but also implements:
- value (
String
): corresponds to the field value. - rawValue (
String
): corresponds to the raw value as it appears on the document.
DateField
The date field DateField
extends BaseField
, but also implements:
- value (
LocalDate
): an accessible representation of the value as a Java object. Can benull
.
LocaleField
The locale field LocaleField
extends BaseField
, but also implements:
- value (
LocalDate
): an accessible representation of the value as a Java object. Can benull
. - language (
String
): ISO 639-1 language code (e.g.:en
for English). Can benull
. - country (
String
): ISO 3166-1 alpha-2 or ISO 3166-1 alpha-3 code for countries (e.g.:GRB
orGB
for "Great Britain"). Can benull
. - currency (
String
): ISO 4217 code for currencies (e.g.:USD
for "US Dollars"). Can benull
.
Taxes
TaxField
Aside from the basic BaseField
attributes, the tax field TaxField
also implements the following:
- rate (
Double
): the tax rate applied to an item expressed as a percentage. Can benull
. - code (
String
): tax code (or equivalent, depending on the origin of the document). - base (
Double
): base amount used for the tax. Can benull
. - value (
Double
): the value of the tax. Can benull
.
Note: currently
TaxField
is not used on its own, and is accessed through a parentTaxes
object, a list-like structure.
Taxes (List)
The Taxes
field represents a List of TaxField
objects. As it is the representation of several objects, it has access to a custom toString
method that can render a TaxField
object as a table line.
Specific Fields
Fields which are specific to this product; they are not used in any other product.
Line Items Field
List of line item details.
A ReceiptV5LineItem
implements the following attributes:
- description (
String
): The item description. - quantity (
Double
): The item quantity. - totalAmount (
Double
): The item total amount. - unitPrice (
Double
): The item unit price.
Attributes
The following fields are extracted for Receipt V5:
Purchase Category
category: The purchase category among predefined classes.
Possible values include:
- toll
- food
- parking
- transport
- accommodation
- gasoline
- telecom
- miscellaneous
System.out.println(result.getDocument().getInference().getPrediction().getCategory().value);
Purchase Date
date: The date the purchase was made.
System.out.println(result.getDocument().getInference().getPrediction().getDate().value);
Document Type
documentType: One of: 'CREDIT CARD RECEIPT', 'EXPENSE RECEIPT'.
Possible values include:
- expense_receipt
- credit_card_receipt
System.out.println(result.getDocument().getInference().getPrediction().getDocumentType().value);
Line Items
lineItems(List<ReceiptV5LineItem>): List of line item details.
for (lineItemsElem : result.getDocument().getInference().getPrediction().getLineItems())
{
System.out.println(lineItemsElem.value);
}
Expense Locale
locale: The locale detected on the document.
System.out.println(result.getDocument().getInference().getPrediction().getLocale().value);
Receipt Number
receiptNumber: The receipt number or identifier.
System.out.println(result.getDocument().getInference().getPrediction().getReceiptNumber().value);
Purchase Subcategory
subcategory: The purchase subcategory among predefined classes for transport and food.
Possible values include:
- plane
- taxi
- train
- restaurant
- shopping
System.out.println(result.getDocument().getInference().getPrediction().getSubcategory().value);
Supplier Address
supplierAddress: The address of the supplier or merchant.
System.out.println(result.getDocument().getInference().getPrediction().getSupplierAddress().value);
Supplier Company Registrations
supplierCompanyRegistrations: List of company registrations associated to the supplier.
for (supplierCompanyRegistrationsElem : result.getDocument().getInference().getPrediction().getSupplierCompanyRegistrations())
{
System.out.println(supplierCompanyRegistrationsElem.value);
}
Supplier Name
supplierName: The name of the supplier or merchant.
System.out.println(result.getDocument().getInference().getPrediction().getSupplierName().value);
Supplier Phone Number
supplierPhoneNumber: The phone number of the supplier or merchant.
System.out.println(result.getDocument().getInference().getPrediction().getSupplierPhoneNumber().value);
Taxes
taxes: List of tax lines information.
for (taxesElem : result.getDocument().getInference().getPrediction().getTaxes())
{
System.out.println(taxesElem.value);
}
Purchase Time
time: The time the purchase was made.
System.out.println(result.getDocument().getInference().getPrediction().getTime().value);
Tip and Gratuity
tip: The total amount of tip and gratuity.
System.out.println(result.getDocument().getInference().getPrediction().getTip().value);
Total Amount
totalAmount: The total amount paid: includes taxes, discounts, fees, tips, and gratuity.
System.out.println(result.getDocument().getInference().getPrediction().getTotalAmount().value);
Total Net
totalNet: The net amount paid: does not include taxes, fees, and discounts.
System.out.println(result.getDocument().getInference().getPrediction().getTotalNet().value);
Total Tax
totalTax: The total amount of taxes.
System.out.println(result.getDocument().getInference().getPrediction().getTotalTax().value);
Questions?
Updated about 2 months ago