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Text Detection with OpenCV in Python | OCR using Tesseract (2020)

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  • Опубликовано: 17 авг 2024
  • In this video, we are going to learn how to detect text in images. We will learn how to detect individual characters and words and how to place bounding boxes around them. We will also look at how to detect only digits.
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Комментарии • 359

  • @Abcsciencemusic
    @Abcsciencemusic 3 года назад +32

    For windows , Instead of down manually downloading and installing just do : pip install tesseract

  • @ishtiaqahmad4118
    @ishtiaqahmad4118 3 года назад +4

    By chance I entered last 5 years before in programming languages. You will note my background is
    Accounting. For now it is sufficient that I am 75 years old man but I am learning Django, Ai,
    Machine Learning and etc., Last five years I asked my instructor of Java (Note= At that time, I did not
    know A,B, C of any programming but I know a sufficient knowledge about Programming - I am a lot
    thankful of Respectable Great Zia Khan) that I can check cross medical bill of the any person, but he could not replay. I am very happy of this watching Video, I can solve this last 5 years dream can be solved
    by python with AI Insha-Allah. Now I am trying to launch my E - Commerce Website very soon with Python,
    I shall contact very soon with you for a big project Insha-Allah. Ishtiaq Ahmed Siddiqui KARACHI

  • @nithinprincejohn7762
    @nithinprincejohn7762 4 года назад +7

    Your tutorials are awesome. I already shared your channel with my students. I visited so many channels for learning opencv and out of that your videos stands out.

    • @murtazasworkshop
      @murtazasworkshop  4 года назад +2

      I am glad i could be of help. and thanx for sharing

  • @aham3687
    @aham3687 3 года назад +4

    Awesome video. I was looking for technology that could read image captcha and extract text in the backend. Then submit text to the server without users requiring to type the captcha and your video solved my issue.

    • @choogiesaur
      @choogiesaur 3 года назад

      amazing, would you share your code as an example?!

    • @quasa0
      @quasa0 3 года назад

      @@choogiesaur did you figure it out?

  • @MegaR97
    @MegaR97 2 года назад +1

    Hello, sorry I can't donwload the tesseract version you are using the page says "currently there is no official windows installer for newer versions

  • @jairajsahgal5062
    @jairajsahgal5062 3 года назад +2

    23:13 " I have no idea why they did this" made me chuckle.

  • @avikro9235
    @avikro9235 3 года назад +1

    Windows binaries download is not available in tesseract documentation

  • @praffulbisht8520
    @praffulbisht8520 2 месяца назад +1

    For macUser :
    first write at terminal - which tesseract
    then copy that path and paste it in tesseract cmd path
    pytesseract.pytesseract.tesseract_cmd = ‘path '

  • @santibogo
    @santibogo 3 года назад +6

    Hi murtaza! A question: If i only want to retrieve specific text from the image, how can i do it? i'm already have the coordinates of the text that i want to get

    • @richmail
      @richmail 3 года назад

      take screen shot useing those cords, and send it via internet, tho, you need to know whee you store the images, hope this helped (srry for the bad spelling, I type fast)

  • @Lindvni
    @Lindvni 3 года назад +2

    How do you guys fix the path problem? Everything looks fine ,until I run it. It just gives me an error

  • @kevinalexander4959
    @kevinalexander4959 3 года назад +3

    used this with a webcam to take an image and parse text from (like a piece of paper or menu on a phone), then you can take the .png snapped by the webcam and analyze with image_to_string(), takes about half a second to read text presented and the webcam's settings has to be on point with brightness and all that stuff

    • @mehmettatli07
      @mehmettatli07 3 года назад

      so we cannot use this one as a real time word detection metod? How many frames did you get when you use with your webcam? i just want to use it for real time detection ,if you answer to me. Thx a lot

    • @hirdeshchhipa8238
      @hirdeshchhipa8238 2 года назад

      Pp

  • @dimitheodoro
    @dimitheodoro 3 года назад +1

    The Binaries for Windows ( 1:06) has not this selection to download,
    so i cannot find how to download the file for Windows.
    Can you help me pls?

  • @mabo2031
    @mabo2031 3 года назад +2

    hi Murtaza I have question:
    I want to convert to pdf(with ocr text) only few page from multipage tif image - is it possible without any other conversion ?
    multipage tif - 70 pages - but I want to convert to readable pdf pages from 10 to 20?
    best regards
    :)

  • @MrNadeem1984
    @MrNadeem1984 3 года назад +1

    It doesn't work on text in larger and smaller font size. Can you help me how I can use extract those text from image.

  • @grimreaperstudio
    @grimreaperstudio 2 года назад

    Can you please help me, i have an error if i try to run the test file.
    "Exception has occurred: AttributeError
    'Sequential' object has no attribute 'predict_classes'
    File "C:\Digits-Classification-master\OCR_CNN_Test.py", line 36, in
    classIndex = int(model.predict_classes(img))"

  • @johntamplin
    @johntamplin 4 года назад

    Good video. From 20:20 onwards you are using the variable 'x' for both the loop count and the x-dimension of the bounding box. You got lucky that it didn't impact the results of the code.

  • @vimsen2221
    @vimsen2221 4 года назад +1

    I get following error. --- pytesseract.pytesseract.TesseractError: (1, 'Error opening data file C:\\Program Files\\Tessaract-OCR/eng.traineddata Please make sure the TESSDATA_PREFIX environment variable is set to your "tessdata" directory ----
    Where do I set this?

  • @TheAnmolPunetha
    @TheAnmolPunetha 4 года назад +1

    There is no change when i add the config, it is still detecting text too. Can anyone pls tell why is it so?

  • @siddharthbansal1030
    @siddharthbansal1030 Год назад +1

    Sir in today the tesdoc is changed not able to download plz help

  • @cifro
    @cifro 4 года назад +1

    when running the program like you at 4:24 I get the following error:
    Traceback (most recent call last):
    File "C:\Python\Python385\lib\site-packages\pytesseract\pytesseract.py", line 21, in
    from PIL import Image
    File "C:\Python\Python385\lib\site-packages\PIL\Image.py", line 94, in
    from . import _imaging as core
    ImportError: cannot import name '_imaging' from 'PIL' (C:\Python\Python385\lib\site-packages\PIL\__init__.py)

    • @wavyrenac
      @wavyrenac 4 года назад

      you have imported the path incorrectly inssted of .py use .exe

  • @WLeigh-pt6qs
    @WLeigh-pt6qs 3 года назад +1

    Hi Murtaza, I indeed learnt something new! It's amazing! I really appreciate your time and effort and sharing :) !

  • @YazeedAlkosai
    @YazeedAlkosai 4 года назад +4

    thanks so much, Dear Murtaza...could you do a tutorial for detecting the shape feature and make the dimensions of the shape of the workpiece appear once the camera start to detect.

  • @ma.karizzaliangco7110
    @ma.karizzaliangco7110 2 года назад

    Hello, it says here that
    cv2.rectangle(img,(x,hImg-y),(w,hImg-h),(0,0,255),1)
    TypeError: unsupported operand type(s) for -: 'tuple' and 'int'
    I am new to python and I dont know how to fix it

  • @sefakocaman98sk
    @sefakocaman98sk 2 года назад

    Hello
    I am getting such an error.
    Invalid tesseract version: "tesseract 3.02
    leptonica-1.68 (Mar 14 2011, 10:43:03) [MSC v.1500 LIB Release 32 bit]
    libgif 4.1.6 : libjpeg 8c : libpng 1.4.3 : libtiff 3.9.4 : zlib 1.2.5
    how do i solve ?

  • @TheRyanjay14
    @TheRyanjay14 3 года назад +1

    Where can i download 1.png??

  • @sohailali5741
    @sohailali5741 4 года назад +7

    Hi Murtaza,
    Your videos are awesome and very detailed and easy to understand each and every part.
    Can you please make a tutorial on Semantic Segmentation with Keras and tensorflow?

  • @aironium
    @aironium Год назад

    Is it possible to get the whole bounding box of a word by combining boxes from every character?

  • @SliderBlues
    @SliderBlues 3 года назад +2

    Thanks for the tutorial! It was very helpful for me getting a handle on OCR and Opencv for a redaction project I was working on. Now looking at fictionalizing text in an image. Ideally would like to replace words, like for an address, with different ones using the same font and size for the text. Not finding any solid examples of this that work. Would love to hear your take on how that might be accomplished.

    • @murtazasworkshop
      @murtazasworkshop  3 года назад +2

      You could do it with opencv python but it you want an end product you might want to look at unity.

    • @SliderBlues
      @SliderBlues 3 года назад

      @@murtazasworkshop - Hi. Worked on it a bit and watched more of your videos but still stuck. Posted on stackoverflow and so far no responses that might work. If you have the time would like to know your high level ideas on resolution. Thanks! stackoverflow.com/questions/64541909/how-to-fictionalize-text-data-like-an-address-within-a-document-image

  • @hrithiklanghi6418
    @hrithiklanghi6418 3 года назад

    How can I install it in ubuntu20.04 ...i tried a lot of other commands but it doesn't seem to work

  • @janssenuy9397
    @janssenuy9397 3 года назад +1

    i have an error please help
    hImg, wImg = img.shape
    ValueError: too many values to unpack (expected 2)

    • @janssenuy9397
      @janssenuy9397 3 года назад

      i think the way to access the width and height has changed. I used imgShape instead and select the height by typing imgShape[0]

  • @shan2739
    @shan2739 4 года назад +9

    Thank you very much for this video. Can you also make some video on Deep learning self driving car using raspberry pi and jeston nano

    • @murtazasworkshop
      @murtazasworkshop  4 года назад +3

      I have already started the raspberry pi series . once the basics are covered we will move to more advance topics like selfdriving, ML, DL

    • @shan2739
      @shan2739 4 года назад

      @@murtazasworkshop
      yea..I already got them
      waiting for you..
      Thank you

  • @anindyakumar4853
    @anindyakumar4853 3 года назад

    at 23.28 you adjusted the box and yours is working fine but when i did the same the boxes are formed in transpose manner, like the height of box = length of word and viceversa
    Help me out please

  • @chunhoutan677
    @chunhoutan677 4 года назад

    This tutorial is short and sweet. I like it. Currently, i'm having problem in detecting digits only. Instead of detecting digits only, it detects everything. i follow this
    cong: r'--oem 3 --psm 6 outputbase digits'
    pycharm community 2020
    python-3.8.2

    • @murtazasworkshop
      @murtazasworkshop  4 года назад +1

      make sure you are using the configurations in the main function. If the problem persists send me a screenshot to my fb page.

  • @sooryaram439
    @sooryaram439 4 года назад +3

    Great video sir, I just have a small doubt. How can we detect text in live video stream using the webcam ?

    • @livetop2749
      @livetop2749 4 года назад

      @Dharmendra Kumar Singh How much to deploy this app with camera detect?

    • @lakshit6429
      @lakshit6429 3 года назад

      same question

  • @gowthamns8228
    @gowthamns8228 4 года назад

    Wow very good, but the problem is "If the text is very clear and crisp its is showing output correctly", But I want to know if the image has multiple data not only text for example "bills, taken calendar photo or any kind of images", How to print the string from that, I tried my self it's not printing anything, Any idea for this?

  • @007predatoreITA
    @007predatoreITA 2 года назад

    If tesseract has to refer to the exe in your computer, how do you export an application in another computer that doesnt have it?

  • @edSabio572
    @edSabio572 3 года назад

    Thanks Doctor Murtaza! This lesson is a class act!

  • @raynnstudios2394
    @raynnstudios2394 3 года назад

    how do i get image into file show on left side. cant get it. thanks

  • @manugomez7319
    @manugomez7319 3 года назад

    At 9:27 the w and h are the diagonal points means? Which diagonal point? Bottom or up?

  • @youcefahmanache3298
    @youcefahmanache3298 3 года назад

    Hi Murtaza, you see your loop to DISPLAY SOME SAMPLES IMAGES OF ALL THE CLASSES, if the folder names were categorical/strings instead of numerical, i.e. (sign1, sign2, sign3...etc instead of 0,1,2,3..etc) how would you iterate through these folders? would you still use iterrows? Thank you

  • @chickenz4604
    @chickenz4604 4 года назад +3

    Nice video, btw could you give me suggestion when it comes to recognize handwritten digit and then manipulate the data?? should I use OpenCV & tesseract?? or tensorflow & keras? I am still not sure about this, since im new for this application. Thank You !

    • @Mikasks
      @Mikasks 3 года назад

      So what did you use? I'm having this problem aswell.

  • @jamadarzoya6301
    @jamadarzoya6301 2 года назад

    Does this library work with 7 segment-display digit numbers in images ??

  • @radoslavtotev4401
    @radoslavtotev4401 2 года назад

    Hey, thank you for the lesson but do you have it for linux because I want to use Raspberry pi 3 for similar project?

  • @Marek-Marek
    @Marek-Marek 4 года назад +4

    Great job! I was learn something new, thanks a lot.

  • @ambijat
    @ambijat 4 года назад

    I want to use clipboard image for text read in Ubuntu Linux. Can you tell me how to do. Windows has other option of using pillow library, but that does not work in Linux.

  • @javierpachon4424
    @javierpachon4424 2 года назад

    Thanks for your tutorial, I want to capture an email from an image but Tesseract does not recognize the @ symbol, how can I solve it?

  • @MustajabAhmed-or8ud
    @MustajabAhmed-or8ud Год назад

    hello all, if anyone can answer. do we have to install opencv and pytesseract in pycharm when we have already installed using pip?

  • @franktheballer23
    @franktheballer23 3 года назад

    The downloads page for tesseract is not as it is in your video.

  • @ans_human
    @ans_human 3 года назад

    can we use it for other languages? Like indic languages for example hindi.

  • @silenceronald9204
    @silenceronald9204 3 года назад

    how can write a code that allows the user to select an area on the screen with the mouse, and the software recognizes the text in this area

  • @minecrafttipstricks9537
    @minecrafttipstricks9537 3 года назад

    Can i use this if i need to read a code from cells tru a camera? and then sort them by codes. is that possible?

  • @waynewu7763
    @waynewu7763 Год назад

    i followed everything but i have the error pytesseract.pytesseract.TesseractError: (1, 'Error opening data file C:\\Program Files (x86)\\Tesseract-OCR\\eng.traineddata Please make sure the TESSDATA_PREFIX environment variable is set to your "tessdata" directory. Failed loading language \'eng\' Tesseract couldn\'t load any languages! Could not
    initialize tesseract.')

  • @AmanVerma-wo8hd
    @AmanVerma-wo8hd 3 года назад +2

    Hay I can't able to fine window installer , please give me a link

  • @anburenganathan8369
    @anburenganathan8369 3 года назад

    Hi Bro
    Am trying to read cursive written gif image.. pytesseract is not able read correctly please help me resolve this

  • @1phong.djk.392
    @1phong.djk.392 4 года назад +1

    wonderful.
    I comment before watching.
    Keep creating more wonderful tutor videos

  • @saurabhkalra3042
    @saurabhkalra3042 3 года назад

    can you tell me how to do like this with python:
    detect an image on an application and if the image is not there search for the image again
    and if it's there then do something.

  • @srvanikar
    @srvanikar Год назад

    wow....mighty helpful.. Thank you Murtaza

  • @amortalbeing
    @amortalbeing 2 года назад +2

    Thanks a lot.
    The `image_to_boxes()` returns `x1, height1, x2, height2`.
    if you renamed them like this it would be much more clear.

  • @WorkHardThinkBetter
    @WorkHardThinkBetter 2 года назад +1

    Hi Murtaza,
    Your videos are excellent. I need to ask where is 1.png since on your website I can't find it in the projects section.
    Thank you so much for everything!

  • @sagihaviv5675
    @sagihaviv5675 3 года назад

    sir i want to extract only the specific word or phrase, how do i do that? do i need some nlp?

  • @ritviksharma404
    @ritviksharma404 3 года назад

    well how to print the red text we got from image ?

  • @hrithiklanghi6418
    @hrithiklanghi6418 3 года назад

    Like what do I set the pytesseract.pytesseract.......
    That line of code to
    When I am working in ubuntu 20.04
    I just installed the tesseract api using
    apt-get install pytesseract
    But it doesn't read text from images it just returns rubbish
    Please help

  • @hassanalhalabi7563
    @hassanalhalabi7563 3 года назад

    do you thimk there is a methode to detect text n rotated images?

  • @PrakashKing8342
    @PrakashKing8342 2 года назад

    Do you have solutions for alpha numeric recognition I have tried all the method finally I’m getting fail tesseract easy ocr etc for example ABC00OO1 and SI1234H

  • @pijushkumarghosh9589
    @pijushkumarghosh9589 2 года назад

    Can it be recognized handwritten words or numbers?

  • @samnicz
    @samnicz 2 года назад

    Can we use visual studio code, instead of pycharm?

  • @liberocabec47
    @liberocabec47 2 года назад

    hello thanks you for your tutorial, i have a question, i try to make bounding box around sentence who have same b['top'] coordinate, i managed to make the separation to the word and the bounding box that correspond to it but i can't entend it to the sentence or to the same line of text, someone can help me ?

  • @Shraddhanath
    @Shraddhanath 4 года назад +2

    Thanks for this workshop. Could you also post a video on how to detect tables(ruled as well as not ruled) in document images or segregate tables, text, charts and figures. Tx.

  • @davidgarza7355
    @davidgarza7355 2 года назад

    This was sick!! Thanks, It was so easy to follow :)

  • @pingwin36
    @pingwin36 2 года назад

    I'm not entirely sure where I went wrong but following your steps to detect only digits it instead reads everything EXCEPT digits. Anyone know how to solve this?

  • @auroraaurora5499
    @auroraaurora5499 3 года назад

    while I run, it doesnt give any output of my png file. can you describe it please

  • @rehmatsayyed8594
    @rehmatsayyed8594 Год назад

    it is the android studio you are using for coding right??? and how to use python in android studio????

  • @muthuji8053
    @muthuji8053 4 года назад

    videos really helpful for me ,but if we apply this dull image or text are present in bottom that won't detected

  • @joakobolso18
    @joakobolso18 3 года назад

    Hi dude when i print the image with cv2.imshow() instead of the image it shows all black... any idea?

    • @murtazasworkshop
      @murtazasworkshop  3 года назад

      Are u using a delay with the waitkey after imshow?

    • @murtazasworkshop
      @murtazasworkshop  3 года назад

      Are u using a delay with the waitkey after imshow?

  • @rotsarak2048
    @rotsarak2048 3 года назад

    Please help!! I tried many solution on google still the same error!
    pytesseract.pytesseract.TesseractError: (1, 'Error opening data file \\Program Files (x86)\\Tesseract-OCR\\eng.traineddata Please make sure the TESSDATA_PREFIX environment variable is set to your "tessdata" directory. Failed loading la
    nguage \'eng\' Tesseract couldn\'t load any languages! Could not initialize tesseract.')
    how can I fix this?

  • @animeshmaji9515
    @animeshmaji9515 3 года назад

    Keep making video like this and we keep learning

  • @silviacolabianchi8261
    @silviacolabianchi8261 2 года назад

    Hi! thanks for the video. What do you think of tesseract version 5.0.0. Which one do you suggest to download? Version 4 or 5? thank you

  • @ACHIRUMAMILLASAISANKAR
    @ACHIRUMAMILLASAISANKAR 2 года назад

    Plz expalian when there are both char and digits like 19131a0400 how to extract it

  • @sudhakarp1
    @sudhakarp1 3 года назад

    Excellent explanation, Thanks Murtaza

  • @tehreemsyed8621
    @tehreemsyed8621 4 года назад

    Hi, how can we extract each character and digit from the license plate?

  • @anilsharma32g
    @anilsharma32g 9 месяцев назад

    Dear Sir, I am your Subscriber
    I want to create a tool that finds text errors in the image.
    For Example:
    if I forgot to write CONTACT US, BUY NOW, CONTACT NUMBER, SPELLING MISTAKE, etc... in my social media post.
    that the tool finds error and suggests what are missing or what is incorrect in social media post.
    🙏 Please guide me and suggest what course I need to buy or what I need to learn to create this tool
    Thank you!

  • @brudamonas8208
    @brudamonas8208 3 года назад

    hello i have a problem, (hImg and wImg part gives me an error for two many to unpack (expected 2)
    so when i try to solve it, it gives me an error where i use "hImg - h, hImg - y" that says " usoperted operand for type tuple and int"
    someone please help me solve it

  • @harshbhabar51
    @harshbhabar51 3 года назад

    Can someone help me with the path for macOS. PLEASE. @4.14.
    I've brew installed tesseract, but what to write in the file path as macOS don't have .exe files.
    PLEASE HELP !

    • @harshbhabar51
      @harshbhabar51 3 года назад +1

      Okay, found the sol 😅, do-> brew list tesseract, it will give you the locations.

  • @akhilpandey
    @akhilpandey 3 года назад +1

    Thank you, just what I needed.

  • @sahayanuj
    @sahayanuj 3 года назад

    how can we detect handwritten digits using OpenCV?. for example a doctors prescription. Please do help

  • @riztya7846
    @riztya7846 2 года назад

    that's so preety cool i maen tips with ctrl + left click, is so helpfull for me just learning python, thank you !
    btw i'm already subscribe you 👍

  • @ADNANAHMED-eo5xx
    @ADNANAHMED-eo5xx 3 года назад +1

    Amazing TUtorial man, thanks a lot

  • @surajprakash3558
    @surajprakash3558 4 года назад +1

    This is an amazing video and effort. Thanks a lot !

  • @Jockeponkenboy
    @Jockeponkenboy 2 года назад

    Awesome video as usual! But I have a simple question, how do I comment and uncomment a code section?

  • @nicoarasamuel1173
    @nicoarasamuel1173 2 года назад

    Love the video... I've try to make a project on wich I try to send a text to a monitor, more like a power point presentation or a teleprompter app... Do you have any suggestions...or can you make a video about something like that?

  • @safabelhadjromdhane2922
    @safabelhadjromdhane2922 2 года назад

    Hello, I would like to say thanks very much for this channel your videos have been very helpful while learning OpenCV and python.
    I'm having a problem while executing this code and I would like you to help me fix this "cv2.rectangle( img(x, y), (x+w, y+h), (0, 0, 255), 1)
    TypeError: 'numpy.ndarray' object is not callable."
    What do you suggest I do to handle it? Thanks in advance.

  • @namtongdosa9626
    @namtongdosa9626 4 года назад +2

    Thank you so much, its very helpful for me.
    Could you please make a tutorial about train model to detect text in identity image ?

    • @murtazasworkshop
      @murtazasworkshop  4 года назад +3

      I have one tutorial on classifying digits. you might want to have a look at that.

  • @hemantchauhan6437
    @hemantchauhan6437 4 месяца назад

    NEED HELP! I am making a website where user can upload a pdf but I want that pdf to upload only if that pdf has images of only HANDWRITTEN text. Thank you for reading.

    • @murtazasworkshop
      @murtazasworkshop  4 месяца назад

      Its doable. you can email our team to learn more at hire@computervision.zone

  • @syedhassanraza6605
    @syedhassanraza6605 2 года назад

    how to integrate my code with website i am making an AI proctor system please help

  • @shashwatshankar6647
    @shashwatshankar6647 3 года назад

    Hello brother, first of all a great job with it. I need some help with text detection from a image. Actually i have to extract the headlines from a article present in a image form. But whenever a special character appears the data after it dosen't appear in a array. Can you help me?It would be great

  • @fixitunes30
    @fixitunes30 4 года назад +1

    Awesome videos....Any plan for video on Deep Learning Chat bot in near future?

  • @trevordoeseverything219
    @trevordoeseverything219 2 года назад

    Can you use this with image grab?

  • @ganeshtelagamsetti5879
    @ganeshtelagamsetti5879 3 года назад

    Is it possible with CNN instead of OCR?

  • @innotech4079
    @innotech4079 4 года назад

    Hi, it's amazing but is there any train part? 1. detecting the text edges, 2. img to text training

  • @fuzail9277
    @fuzail9277 3 года назад

    i have noisy images so what can be done??