Skip to main content

how to convert two/there column images to text with ( tesseract.js ocr)?

I am working on a react.js project, I have almost done but my problem is if I want to convert two/three column images to text by Tesseract (OCR) does not convert as I want. because two columns' text is mixed. no separately convert by column. can possibel to solve this problem anyway?

enter image description here

import React, { useState, useEffect } from "react";
import Tesseract from "tesseract.js";
import ClipboardJS from "clipboard";
import Select from "react-select";


const languageOptions = [
  { value: "afr", label: "Afrikaans" },
  { value: "amh", label: "Amharic" },
  { value: "ara", label: "Arabic" },
  { value: "asm", label: "Assamese" },
  { value: "aze", label: "Azerbaijani" },
  { value: "aze_cyrl", label: "Azerbaijani - Cyrillic" },
  { value: "bel", label: "Belarusian" },
  { value: "ben", label: "Bengali" },
  { value: "bod", label: "Tibetan" },
  { value: "bos", label: "Bosnian" },
  { value: "bul", label: "Bulgarian" },
  { value: "cat", label: "Catalan; Valencian" },
  { value: "ceb", label: "Cebuano" },
  { value: "ces", label: "Czech" },
  { value: "chi_sim", label: "Chinese - Simplified" },
  { value: "chi_tra", label: "Chinese - Traditional" },
  { value: "chr", label: "Cherokee" },
  { value: "cym", label: "Welsh" },
  { value: "dan", label: "Danish" },
  { value: "deu", label: "German" },
  { value: "dzo", label: "Dzongkha" },
  { value: "ell", label: "Greek, Modern (1453-)" },
  { value: "eng", label: "English" },
  { value: "enm", label: "English, Middle (1100-1500)" },
  { value: "epo", label: "Esperanto" },
  { value: "est", label: "Estonian" },
  { value: "eus", label: "Basque" },
  { value: "fas", label: "Persian" },
  { value: "fin", label: "Finnish" },
  { value: "fra", label: "French" },
  { value: "frk", label: "German Fraktur" },
  { value: "frm", label: "French, Middle (ca. 1400-1600)" },
  { value: "gle", label: "Irish" },
  { value: "glg", label: "Galician" },
  { value: "grc", label: "Greek, Ancient (-1453)" },
  { value: "guj", label: "Gujarati" },
  { value: "hat", label: "Haitian; Haitian Creole" },
  { value: "heb", label: "Hebrew" },
  { value: "hin", label: "Hindi" },
  { value: "hrv", label: "Croatian" },
  { value: "hun", label: "Hungarian" },
  { value: "iku", label: "Inuktitut" },
  { value: "ind", label: "Indonesian" },
  { value: "isl", label: "Icelandic" },
  { value: "ita", label: "Italian" },
  { value: "ita_old", label: "Italian - Old" },
  { value: "jav", label: "Javanese" },
  { value: "jpn", label: "Japanese" },
  { value: "kan", label: "Kannada" },
  { value: "kat", label: "Georgian" },
  { value: "kat_old", label: "Georgian - Old" },
  { value: "kaz", label: "Kazakh" },
  { value: "khm", label: "Central Khmer" },
  { value: "kir", label: "Kirghiz; Kyrgyz" },
  { value: "kor", label: "Korean" },
  { value: "kur", label: "Kurdish" },
  { value: "lao", label: "Lao" },
  { value: "lat", label: "Latin" },
  { value: "lav", label: "Latvian" },
  { value: "lit", label: "Lithuanian" },
  { value: "mal", label: "Malayalam" },
  { value: "mar", label: "Marathi" },
  { value: "mkd", label: "Macedonian" },
  { value: "mlt", label: "Maltese" },
  { value: "msa", label: "Malay" },
  { value: "mya", label: "Burmese" },
  { value: "nep", label: "Nepali" },
  { value: "nld", label: "Dutch; Flemish" },
  { value: "nor", label: "Norwegian" },
  { value: "ori", label: "Oriya" },
  { value: "pan", label: "Panjabi; Punjabi" },
  { value: "pol", label: "Polish" },
  { value: "por", label: "Portuguese" },
  { value: "pus", label: "Pushto; Pashto" },
  { value: "ron", label: "Romanian; Moldavian; Moldovan" },
  { value: "rus", label: "Russian" },
  { value: "san", label: "Sanskrit" },
  { value: "sin", label: "Sinhala; Sinhalese" },
  { value: "slk", label: "Slovak" },
  { value: "slv", label: "Slovenian" },
  { value: "spa", label: "Spanish; Castilian" },
  { value: "spa_old", label: "Spanish; Castilian - Old" },
  { value: "sqi", label: "Albanian" },
  { value: "srp", label: "Serbian" },
  { value: "srp_latn", label: "Serbian - Latin" },
  { value: "swa", label: "Swahili" },
  { value: "swe", label: "Swedish" },
  { value: "syr", label: "Syriac" },
  { value: "tam", label: "Tamil" },
  { value: "tel", label: "Telugu" },
  { value: "tgk", label: "Tajik" },
  { value: "tgl", label: "Tagalog" },
  { value: "tha", label: "Thai" },
  { value: "tir", label: "Tigrinya" },
  { value: "tur", label: "Turkish" },
  { value: "uig", label: "Uighur; Uyghur" },
  { value: "ukr", label: "Ukrainian" },
  { value: "urd", label: "Urdu" },
  { value: "uzb", label: "Uzbek" },
  { value: "uzb_cyrl", label: "Uzbek - Cyrillic" },
  { value: "vie", label: "Vietnamese" },
  { value: "yid", label: "Yiddish" }
];


const ImagesToText = () => {
  const [isLoading, setIsLoading] = useState(false);
  const [images, setImages] = useState([]);
  const [texts, setTexts] = useState([]);
  const [progress, setProgress] = useState(0);
  const [currentImageIndex, setCurrentImageIndex] = useState(0);
  const [errorMessage, setErrorMessage] = useState("");
  const [errorLanguagesMessage, setErrorLanguagesMessage] = useState("");
  const [selectedLanguages, setSelectedLanguages] = useState([]);



  const handleImageUpload = (e) => {
    const selectedImages = Array.from(e.target.files);
    setImages(selectedImages);
    setErrorMessage("");
  };

  const handleCopyText = () => {
    const textWithSoftLineBreaks = texts.join("\n");
    navigator.clipboard.writeText(textWithSoftLineBreaks);
  };

  const handleDownloadText = () => {
    const element = document.createElement("a");
    const textBlob = new Blob([texts.join("\n")], { type: "text/plain" });
    element.href = URL.createObjectURL(textBlob);
    element.download = "converted_text.txt";
    document.body.appendChild(element);
    element.click();
    document.body.removeChild(element);
  };

  useEffect(() => {
    const clipboard = new ClipboardJS(".copy-button");

    clipboard.on("success", (e) => {
      e.clearSelection();
    });

    return () => {
      clipboard.destroy();
    };
  }, [texts]);

  const handleReset = () => {
    setIsLoading(false);
    setImages([]);
    setTexts([]);
    setProgress(0);
    setCurrentImageIndex(0);
    setErrorMessage("");
    setErrorLanguagesMessage("");

    window.location.reload();
  };

  const handleSubmit = async () => {
    if (images.length === 0) {
      setErrorMessage("Select an image to convert.");
      return;
    }

    if (selectedLanguages.length === 0) {
      setErrorLanguagesMessage("Select any language.");
      return;
    }

    setIsLoading(true);
    setProgress(0);
    setTexts([]);
    setCurrentImageIndex(0);
    setErrorMessage("");
    setErrorLanguagesMessage("");

    const totalImages = images.length;
    let processedImages = 0;

    if (Array.isArray(images)) {
      for (const [index, image] of images?.entries()) {
        setCurrentImageIndex(index + 1);

        try {
          const result = await Tesseract.recognize(
            image,
            selectedLanguages.map((lang) => lang.value).join("+")
          );
          const paragraphs = result.data.text.split("\n\n");
          const formattedParagraphs = paragraphs.map((paragraph) => {
            const sentences = paragraph.split(/[.|?]\s/);
            return sentences.join(" ");
          });
          setTexts((prevTexts) => [...prevTexts, ...formattedParagraphs]);
        } catch (err) {
          console.error(err);
          // Clear texts and stop conversion process immediately on error
          setTexts([]);
          setProgress(0);
          setIsLoading(false);
          return;
        } finally {
          processedImages++;
          const currentProgress = (processedImages / totalImages) * 100;
          setProgress(currentProgress);
        }
      }
    } else {
      console.error("Images is not an array.");
    }

    setIsLoading(false);
  };

  return (
    <div className="container" style=>
      <div className="row h-100 mt-3">
        <div className="col-md-3 left-bar sticky-top border 1 ms-2">
          <h1 className="center py-3 mc-5 underline">Images to text (ocr)</h1>
          <input
            type="file"
            onChange={handleImageUpload}
            className="form-control mt-5 mb-2"
            multiple
            accept="image/*"
          />
          {errorMessage && <p className="text-danger">{errorMessage}</p>}
          <Select
            isMulti
            options={languageOptions}
            value={selectedLanguages}
            onChange={setSelectedLanguages}
            placeholder="Select languages..."
          />

          {errorLanguagesMessage && (
            <p className="text-danger">{errorLanguagesMessage}</p>
          )}

          <input
            type="button"
            onClick={handleSubmit}
            className="btn btn-outline-success mt-3"
            value="Start Convert"
          />
          {texts.length > 0 && (
            <button
              className="btn btn-primary mt-3 ms-1"
              onClick={handleDownloadText}
            >
              Download Text
            </button>
          )}
          <div className="mt-1">
            <button className=" btn ml-2 btn-danger" onClick={handleReset}>
              Reset
            </button>

            <button
              className="mt-3 btn btn-secondary d-inline ms-1 "
              onClick={handleCopyText}
            >
              Copy Text
            </button>
          </div>
        </div>
        <div className="col-md-8 right-bar border 1 ms-2">
          <h4 className="mt-5 text-center">Select an Image to convert (ocr)</h4>
          {isLoading && (
            <div className="text-center">
              <div className="text-center">
                <progress
                  className="custom-progress-bar"
                  value={progress}
                  max="100"
                ></progress>
                <p className="text-center py-0 my-0">
                  Converting...: {progress.toFixed(0)}% ({currentImageIndex} of{" "}
                  {images.length})
                </p>
              </div>
            </div>
          )}
          {!isLoading && texts.length > 0 && (
            <div>
              <div className="form-control box-p w-100 mt-5 m-none">
                {texts.map((paragraph, index) => (
                  <p key={index}>{paragraph}</p>
                ))}
              </div>
            </div>
          )}
        </div>
      </div>
    </div>
  );
};

export default ImagesToText;

I tried with opencv.js but I can't solve it.

Via Active questions tagged javascript - Stack Overflow https://ift.tt/pXlkB8s

Comments

Popular posts from this blog

How to show number of registered users in Laravel based on usertype?

i'm trying to display data from the database in the admin dashboard i used this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count(); echo $users; ?> and i have successfully get the correct data from the database but what if i want to display a specific data for example in this user table there is "usertype" that specify if the user is normal user or admin i want to user the same code above but to display a specific usertype i tried this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count()->WHERE usertype =admin; echo $users; ?> but it didn't work, what am i doing wrong? source https://stackoverflow.com/questions/68199726/how-to-show-number-of-registered-users-in-laravel-based-on-usertype

Why is my reports service not connecting?

I am trying to pull some data from a Postgres database using Node.js and node-postures but I can't figure out why my service isn't connecting. my routes/index.js file: const express = require('express'); const router = express.Router(); const ordersCountController = require('../controllers/ordersCountController'); const ordersController = require('../controllers/ordersController'); const weeklyReportsController = require('../controllers/weeklyReportsController'); router.get('/orders_count', ordersCountController); router.get('/orders', ordersController); router.get('/weekly_reports', weeklyReportsController); module.exports = router; My controllers/weeklyReportsController.js file: const weeklyReportsService = require('../services/weeklyReportsService'); const weeklyReportsController = async (req, res) => { try { const data = await weeklyReportsService; res.json({data}) console...

How to split a rinex file if I need 24 hours data

Trying to divide rinex file using the command gfzrnx but getting this error. While doing that getting this error msg 'gfzrnx' is not recognized as an internal or external command Trying to split rinex file using the command gfzrnx. also install'gfzrnx'. my doubt is I need to run this program in 'gfzrnx' or in 'cmdprompt'. I am expecting a rinex file with 24 hrs or 1 day data.I Have 48 hrs data in RINEX format. Please help me to solve this issue. source https://stackoverflow.com/questions/75385367/how-to-split-a-rinex-file-if-i-need-24-hours-data