Blog » French receipt OCR (OCR pour reçus/tickets de caisse) API

In this article, we'll walk through how you can perform OCR on French receipts in French or English language easily.

Introduction to French receipt OCR (OCR pour reçus/tickets de caisse)

Receipts contain useful transaction information and they are required for various activities like accounting, expense claiming and loyalty point rewarding. As most receipts are on paper or in raw digital formats like scanned PDF or image files, organizations need to extract information from scanned receipts before further processing. The traditional manual extraction process was time consuming and expensive.

With the development of machine learning, we can now use scanned receipts OCR to intelligently extract text and structured data (like merchant, line items and amounts) from receipts instantly. This process has also been called receipt digitization or automated receipt processing.

French receipt OCR (OCR pour reçus/tickets de caisse) in Practice

In France, receipts are usually in French or English language. The receipt OCR should be able to handle receipts in any language. For example, the image on right displays a receipt received in France:

There are many ways to perform French receipt OCR (OCR pour reçus/tickets de caisse). For example, you may use the free French receipt OCR (OCR pour reçus/tickets de caisse) web page to detect information like retailer name, line items, subtotal and total amounts.

Additionally, you may perform receipt OCR from Windows, macOS and Linux command consoles or you can do it in any of your favorite programming languages. Asprise offers receipt OCR API free trial for you to get started - no registration required. Click the tab below to find out how to OCR French receipts from the command line or in C# VB.NET, Java, JavaScript/Node.js, PHP or Python.

curl -X POST -F "file=@FR-1.jpg" https://ocr.asprise.com/api/v1/receipt

// View complete code at: https://github.com/Asprise/receipt-ocr/tree/main/csharp-vb-net-receipt-ocr
string response = httpPost("https://ocr.asprise.com/api/v1/receipt", // Receipt OCR API endpoint
new NameValueCollection()
    {
        {"api_key", "TEST"}, // Use 'TEST' for testing purpose
        {"recognizer", "auto"}, // can be 'US', 'CA', 'JP', 'SG' or 'auto'
        {"ref_no", "ocr_dot_net_123"} // optional caller provided ref code
    },
    new NameValueCollection() {{"file", "../../FR-1.jpg"}} // Modify it to use your own file
);
Console.WriteLine(response); // Result in JSON

// View complete code at: https://github.com/Asprise/receipt-ocr/tree/main/java-receipt-ocr
/**
 * Uploads an image for receipt OCR and gets the result in JSON.
 * Required dependencies: org.apache.httpcomponents:httpclient:4.5.13 and org.apache.httpcomponents:httpmime:4.5.13
 */
public class JavaReceiptOcr {

   public static void main(String[] args) throws Exception {
      String receiptOcrEndpoint = "https://ocr.asprise.com/api/v1/receipt"; // Receipt OCR API endpoint
      File imageFile = new File("FR-1.jpg");

      System.out.println("=== Java French receipt OCR (OCR pour reçus/tickets de caisse) ===");

      try (CloseableHttpClient client = HttpClients.createDefault()) {
         HttpPost post = new HttpPost(receiptOcrEndpoint);
         post.setEntity(MultipartEntityBuilder.create()
            .addTextBody("api_key", "TEST")       // Use 'TEST' for testing purpose
            .addTextBody("recognizer", "auto")       // can be 'US', 'CA', 'JP', 'SG' or 'auto'
            .addTextBody("ref_no", "ocr_java_123'") // optional caller provided ref code
            .addPart("file", new FileBody(imageFile))    // the image file
            .build());

         try (CloseableHttpResponse response = client.execute(post)) {
            System.out.println(EntityUtils.toString(response.getEntity())); // Receipt OCR result in JSON
         }
      }
   }
}

// View complete code at: https://github.com/Asprise/receipt-ocr/tree/main/javascript-nodejs-receipt-ocr
console.log("=== JavaScript/Node.js French receipt OCR (OCR pour reçus/tickets de caisse) ===");

var receiptOcrEndpoint = 'https://ocr.asprise.com/api/v1/receipt';
var imageFile = 'FR-1.jpg'; // Modify it to use your own file

var fs = require('fs');
var request = require('request');
request.post({
  url: receiptOcrEndpoint,
  formData: {
    api_key: 'TEST',        // Use 'TEST' for testing purpose
    recognizer: 'auto',        // can be 'US', 'CA', 'JP', 'SG' or 'auto'
    ref_no: 'ocr_nodejs_123', // optional caller provided ref code
    file: fs.createReadStream(imageFile) // the image file
  },
}, function(error, response, body) {
  if(error) {
    console.error(error);
  }
  console.log(body); // Receipt OCR result in JSON
});

<?php  // View complete code at: https://github.com/Asprise/receipt-ocr/tree/main/php-receipt-ocr

function receiptOcr($imageFile) {
  $receiptOcrEndpoint = 'https://ocr.asprise.com/api/v1/receipt'; //

  $ch = curl_init();
  curl_setopt($ch, CURLOPT_URL, $receiptOcrEndpoint);
  curl_setopt($ch, CURLOPT_POST, true);
  curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);

  curl_setopt($ch, CURLOPT_POSTFIELDS, array(
   'api_key' => 'TEST',      // Use 'TEST' for testing purpose
    'recognizer' => 'auto',     // can be 'US', 'CA', 'JP', 'SG' or 'auto'
    'ref_no' => 'ocr_php_123',  // optional caller provided ref code
    'file' => curl_file_create($imageFile) // the image file
  ));

  $result = curl_exec($ch);
  if(curl_errno($ch)){
      throw new Exception(curl_error($ch));
  }

  echo $result; // result in JSON
}

print("=== Java French receipt OCR (OCR pour reçus/tickets de caisse) ===\n");
receiptOcr('FR-1.jpg'); // Modify it to use your own file

# View complete code at: https://github.com/Asprise/receipt-ocr/tree/main/python-receipt-ocr
import requests

print("=== Python French receipt OCR (OCR pour reçus/tickets de caisse) ===")

receiptOcrEndpoint = 'https://ocr.asprise.com/api/v1/receipt' # Receipt OCR API endpoint
imageFile = "FR-1.jpg" # // Modify it to use your own file
r = requests.post(receiptOcrEndpoint, data = { \
  'api_key': 'TEST',        # Use 'TEST' for testing purpose \
  'recognizer': 'auto',       # can be 'US', 'CA', 'JP', 'SG' or 'auto' \
  'ref_no': 'ocr_python_123', # optional caller provided ref code \
  }, \
  files = {"file": open(imageFile, "rb")})

print(r.text) # result in JSON

The open source code of the French receipt OCR (OCR pour reçus/tickets de caisse) in C#, Java, JavaScript, PHP and Python can be found at github.com/Asprise/receipt-ocr

French receipt OCR (OCR pour reçus/tickets de caisse) Result

Note the result JSON contains both structured data like merchant name, address, phone, VAT/GST tax registration number, receipt number, country, currency, subtotal, total amounts and line items as well full text OCR. Once you have the result, you can then process it in your receipt scanner apps or receipt scanner software like budgeting and banking applications.

🧾 Try it out yourself: OCR your receipts for free

Beyond French receipt OCR (OCR pour reçus/tickets de caisse)

Besides French receipts, many other countries' receipts are supported: EU European Union Receipt OCR, German Receipt OCR (Kassenbon Texterkennung), UK Receipt OCR, Italian Receipt OCR, Swiss Receipt OCR, Español Recibo OCR, Nederland Kassabon OCR, Kípros απόδειξη OCR, United States Receipt OCR, Mexicano Recibo OCR, Colombia Recibo OCR, Thai Receipt OCR ใบเสร็จ, Singapore Receipt OCR, Malaysia Resit OCR, India Receipt OCR, Australian Receipt OCR.

There are many articles online comparing Google Vision, Azure Vision and AWS Rekoginition on general OCR capabilities. Which is the best receipt OCR API? Do check out the detailed receipt OCR API comparisons.