How to Run OCR on Scanned Documents with Tesseract.js

May 17, 2023

Paper documents are still ubiquitous in our everyday work, like invoices, checks and printed books. It takes effort to manage them.

With Dynamic Web TWAIN, we can build a web application to scan documents from document scanners. But further steps are required to better manage the documents and OCR is an important part of the process. Here is a list of what OCR can help with the document managing process:

Save time for manual data entry.
Save disk space by digitizing the document images.
Full-text search can be used to find useful data easily.
Use the text for further editing, translating, etc.

In this article, we are going to talk about how to use Tesseract.js to run OCR on documents scanned with Dynamic Web TWAIN.

Online demo

New Project

Clone a webpack starter project as the template for starting a new project:

git clone https://github.com/wbkd/webpack-starter

Install Dependencies

Install Dynamic Web TWAIN.

npm install dwt

In addition, we need to copy the resources of Dynamic Web TWAIN to the public folder.

Install ncp.
```
npm install --save-dev ncp
```

Modify package.json to copy the resources for the build and start commands.

 "scripts": {
   "lint": "npm run lint:styles; npm run lint:scripts",
   "lint:styles": "stylelint src",
   "lint:scripts": "eslint src",
   "build": "cross-env NODE_ENV=production webpack --config webpack/webpack.config.prod.js",
   "start": "webpack serve --config webpack/webpack.config.dev.js"
+  "build": "ncp node_modules/dwt/dist public/dwt-resources && cross-env NODE_ENV=production webpack --config webpack/webpack.config.prod.js",
+  "start": "ncp node_modules/dwt/dist public/dwt-resources && webpack serve --config webpack/webpack.config.dev.js"
 },

Modify webpack.common.js to copy the files in the public folder to the output folder instead of the public folder inside the output folder.

 new CopyWebpackPlugin({
-  patterns: [{ from: Path.resolve(__dirname, '../public'), to: 'public' }],
+  patterns: [{ from: Path.resolve(__dirname, '../public'), to: '' }],
 }),

Install Tesseract.js.
```
npm install tesseract.js
```

Use Dynamic Web TWAIN to Scan Documents

In the HTML file, add a container for Dynamic Web TWAIN and several buttons to use it.

<h2>Web TWAIN + Tesseract OCR Demo</h2>
<div class="app">
  <div class="document-scanner">
    <div>Document Scanner:</div>
    <button class="scan-btn">Scan</button>
    <button class="edit-btn">Edit</button>
    <button class="load-btn">Load Files</button>
    <div id="dwtcontrolcontainer"></div>
  </div>
</div>

In the JavaScript, initialize Dynamic Web TWAIN after the page is loaded. Here, we bind the viewer for documents to the dwtcontrolcontainer container.

import Dynamsoft from "dwt";
let DWObject;
window.onload = function(){
  initDWT();
};
   
   
function initDWT(){
  const containerID = "dwtcontrolcontainer";
  Dynamsoft.DWT.RegisterEvent('OnWebTwainReady', () => {
    DWObject = Dynamsoft.DWT.GetWebTwain(containerID);
    DWObject.Viewer.width = "100%";
    DWObject.Viewer.height = "100%";
  });
     
  Dynamsoft.DWT.ResourcesPath = "/dwt-resources";
  Dynamsoft.DWT.Containers = [{
      WebTwainId: 'dwtObject',
      ContainerId: containerID
  }];
  Dynamsoft.DWT.Load();
}

Register the event for the scan button. It will show a list of scanners and let the user choose one of them to perform scanning.

document.getElementsByClassName("scan-btn")[0].addEventListener("click",function(){
  if (DWObject) {
    DWObject.SelectSource(function () {
      DWObject.OpenSource();
      DWObject.AcquireImage();
    },
      function () {
        console.log("SelectSource failed!");
      }
    );
  }
});

document.getElementsByClassName("load-btn")[0].addEventListener("click",function(){
  if (DWObject) {
    DWObject.IfShowFileDialog = true;
    // PDF Rasterizer Addon is used here to ensure PDF support
    DWObject.Addon.PDF.SetResolution(200);
    DWObject.Addon.PDF.SetConvertMode(Dynamsoft.DWT.EnumDWT_ConvertMode.CM_RENDERALL);
    DWObject.LoadImageEx("", Dynamsoft.DWT.EnumDWT_ImageType.IT_ALL);
  }
});

document.getElementsByClassName("edit-btn")[0].addEventListener("click",function(){
  if (DWObject) {
    let imageEditor = DWObject.Viewer.createImageEditor();
    imageEditor.show();
  }
});

Screenshot of the demo:

Document Scanner

Use Tesseract.js for OCR

In the HTML file, add several elements for using Tesseract-OCR.

<div class="ocr">
  <span>Tesseract:</span>
  <span id="status"></span>
  <div>
    <button class="ocr-btn">OCR Selected</button>
    <button class="batch-ocr-btn">OCR All</button>
    <label for="skip-processed-chk">Skip processed
      <input id="skip-processed-chk" type="checkbox"/>
    </label>
    <button class="download-text-btn">Download Text</button>
  </div>
  <div class="text"></div>
</div>

Initialize Tesseract-OCR after the page is loaded.

import { createWorker } from 'tesseract.js';
let worker;
window.onload = function(){
  initDWT();
  initTesseract();
};

async function initTesseract(){
  const status = document.getElementById("status");
  status.innerText = "Loading tesseract core...";
  worker = await createWorker({
    logger: m => console.log(m)
  });
  status.innerText = "Loading lanuage model...";
  await worker.loadLanguage('eng');
  status.innerText = "Initializing...";
  await worker.initialize('eng');
  status.innerText = "Ready";
}

Add a function to convert one page in Dynamic Web TWAIN’s buffer to Blob for Tesseract to recognize the text in it.

async function OCROneImage(index){
  return new Promise(function (resolve, reject) {
    if (DWObject) {
      const success = async (result) => {
        const data = await worker.recognize(result);
        resolve(data);
      };
      const failure = (errorCode, errorString) => {
        reject(errorString);
      };
      DWObject.ConvertToBlob([index],Dynamsoft.DWT.EnumDWT_ImageType.IT_JPG, success, failure);
    }else{
      reject("Not initialized");
    }
  });
}

Register events for the OCR Selected button and OCR All button. If the page has already been processed and the Skip processed checkbox is checked, skip the page. The results are saved in the resultsDict object with the page’s image ID as the key.

let resultsDict = {};
document.getElementsByClassName("ocr-btn")[0].addEventListener("click",function(){
  OCRSelected();
});

document.getElementsByClassName("batch-ocr-btn")[0].addEventListener("click",function(){
  BatchOCR();
});
async function OCRSelected(){
  if (DWObject && worker) {
    const index = DWObject.CurrentImageIndexInBuffer;
    const skipProcessed = document.getElementById("skip-processed-chk").checked;
    const ImageID = DWObject.IndexToImageID(index);
    if (skipProcessed) {
      if (resultsDict[ImageID]) {
        console.log("Processed");
        return;
      }
    }
    const status = document.getElementById("status");
    status.innerText = "Recognizing...";
    const data = await OCROneImage(index);
    resultsDict[ImageID] = data;
    status.innerText = "Done";
    showTextOfPage(ImageID);
  }
}

async function BatchOCR(){
  if (DWObject && worker) {
    const skipProcessed = document.getElementById("skip-processed-chk").checked;
    const status = document.getElementById("status");
    for (let index = 0; index < DWObject.HowManyImagesInBuffer; index++) {
      const ImageID = DWObject.IndexToImageID(index);
      if (skipProcessed) {
        if (resultsDict[ImageID]) {
          console.log("Processed");
          continue;
        }
      }
      status.innerText = "Recognizing page "+(index+1)+"...";
      const data = await OCROneImage(index);
      resultsDict[ImageID] = data;
    }
    status.innerText = "Done";
  }
}

Register the OnBufferChanged event of Dynamic Web TWAIN. It can be triggered when the selected pages are changed. If the selected page changes, then display the extracted text of that page.

DWObject.RegisterEvent('OnBufferChanged',function (bufferChangeInfo) {
  const selectedIds = bufferChangeInfo["selectedIds"];
  if (selectedIds.length === 1) {
    showTextOfPage(selectedIds[0]);
  }
});
   
function showTextOfPage(ImageID){
  if (resultsDict[ImageID]) {
    const text = resultsDict[ImageID].data.text;
    document.getElementsByClassName("text")[0].innerText = text;
  }else{
    document.getElementsByClassName("text")[0].innerText = "";
  }
}

Add a DownloadText function to download the text file of the extracted text of the scanned pages.

function DownloadText(){
  if (DWObject) {
    let text = "";
    for (let index = 0; index < DWObject.HowManyImagesInBuffer; index++) {
      const ImageID = DWObject.IndexToImageID(index);
      if (resultsDict[ImageID]) {
        text = text + resultsDict[ImageID].data.text;
      }
      text = text + "\n\n=== "+ "Page "+ (index+1) +" ===\n\n";
    }
    let filename = 'text.txt';
    let link = document.createElement('a');
    link.style.display = 'none';
    link.setAttribute('target', '_blank');
    link.setAttribute('href', 'data:text/plain;charset=utf-8,' + encodeURIComponent(text));
    link.setAttribute('download', filename);
    document.body.appendChild(link);
    link.click();
    document.body.removeChild(link);
  }
}

All right, we can now use Tesseract-OCR to extract the text of documents scanned with Dynamic Web TWAIN.

Screenshot of the final result:

Demo

Source Code

Check out the code of the demo to have a try:

https://github.com/tony-xlh/Web-TWAIN-Tesseract

LANGUAGES

PLATFORMS

How to Run OCR on Scanned Documents with Tesseract.js

New Project

Install Dependencies

Use Dynamic Web TWAIN to Scan Documents

Use Tesseract.js for OCR

Source Code

Search Blog Posts

POPULAR TOPICS

LANGUAGES

PLATFORMS

How to Run OCR on Scanned Documents with Tesseract.js

New Project

Install Dependencies

Use Dynamic Web TWAIN to Scan Documents

Use Tesseract.js for OCR

Source Code

Search Blog Posts

POPULAR TOPICS

Useful Links