Detecting color with Python and OpenCV using HSV colorspace | Computer vision tutorial

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  • čas přidán 27. 08. 2024
  • Code: github.com/com...
    #computervision #opencv #colordetection

Komentáře • 109

  • @ComputerVisionEngineer
    @ComputerVisionEngineer  Před 8 měsíci +2

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    • @iamrahiii
      @iamrahiii Před 7 měsíci

      I'm your big fan ,following since you have started channel. Now I'm unable to deploy my project live on github . Can you help me to live the project.

  • @Lux1431996
    @Lux1431996 Před 5 měsíci +3

    This is so perfectly what I was looking for. Thank you so much! Might enable me to build a great production inline measurement system for "a penny".

  • @kiitanayandosu-ug7pe
    @kiitanayandosu-ug7pe Před 5 měsíci +1

    This was such an amazing tutorila thank you so much!

  • @John-xi2im
    @John-xi2im Před 5 měsíci

    superb tutorial, very informative and mind blowing!!

  • @drushtiladhani8370
    @drushtiladhani8370 Před rokem +3

    hey
    i am getting error in this line
    hsvImage = cv2.cvtColor(imageFrame, cv2.COLOR_BGR2HSV)
    please tell me how to solve
    cv2.cvtColor- in this

  • @richieora57
    @richieora57 Před rokem +1

    so cool.thank you, learned a lot!

  • @muratakar1972
    @muratakar1972 Před rokem +1

    Very useful tutorial, thanks.

  • @dwaipayansarkar1815
    @dwaipayansarkar1815 Před 5 měsíci +2

    Your code is not properly working tho

  • @selamushirtawi3909
    @selamushirtawi3909 Před 5 měsíci +1

    i am facing the following error
    cv2.error: OpenCV(4.6.0) D:\a\opencv-python\opencv-python\opencv\modules\imgproc\src\color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cv::cvtColor'

  • @e1senvlr
    @e1senvlr Před 8 měsíci

    Cool explanation, thank you sir

  • @RishiKumar-vb7fy
    @RishiKumar-vb7fy Před 7 měsíci +1

    Can we make something where camera detects the colour in traffic light and tells what colour is the light and it will assist the colourblind people if they are confused. Blinking yellow and blinking red is tough for them. It may be a good project.

  • @drm8164
    @drm8164 Před měsícem

    Excuse me Sir, please can I ask you a question: I just decided to pay for the OpenCV certification, its 1500 canadian dollars, and I m pretty convinced that it is a great investment for my future career in CV.
    Please can you give me your opinion? It will be a great help
    Thank you in advance :)

  • @ecsyntric
    @ecsyntric Před rokem

    this is better than pysource tutorial. how is it that all spanish guys are experts in CV? :)

  • @warriorlele5523
    @warriorlele5523 Před měsícem

    awesome video man

  • @nikolaiownz
    @nikolaiownz Před 4 měsíci

    Can you do a tutorial on how to regognise light a few colors light and the maybe log in into a excel for data to use. i want to make a uptime logger for my cnc machines

  • @ethaninfante2768
    @ethaninfante2768 Před 6 měsíci

    Is there a way to display an array at the center of the webcam and if a certain color gets in that array it will send some sort of signal to a mechanism?

  • @whlau6191
    @whlau6191 Před 9 měsíci

    Thank you! It is so concise! May I know could this be further refined to detect objects based on the criteria like shape (eg rectangle in different orientation) and size (eg pixel x pixel)? Thanks!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 9 měsíci

      Yes, it can be done. You can further refine it to detect objects of a given color based on size and approx orientation. 🙌

  • @finnthehuman9889
    @finnthehuman9889 Před rokem +1

    Hi , is that possible to add multiple boundary /square frame thingy to detect multiple object ?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, yes it is possible, you could try by getting the bounding boxes of all connected components, the same way I did in the parking spot detector and counter video. 💪🙌

  • @perth-ambhattarai4106
    @perth-ambhattarai4106 Před 7 měsíci

    Thannnk You!!!!!! That was smoooooooooothhhhhhhhhhh

  • @coimbrawebs
    @coimbrawebs Před měsícem

    Nice video man

  • @borallylyl8427
    @borallylyl8427 Před rokem +1

    Hello, I'm trying to create a program that detects and counts objects by color, but now I can only count four colors, these are red, blue, green and yellow. I wonder if I can add the whole color scale to the program, how can I do this? I will be very happy if you give back. have a nice day😊

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, I think adding the entire color scale to the program will be very challenging. I would suggest to add more colors incrementally until performance is affected. 🙌

  • @Mr3Run4Fun
    @Mr3Run4Fun Před rokem

    How can I use my elgato capture card as the capture, I've tried looking everywhere?

  • @mohammadzamanzamani9775

    amazing video !

  • @dwaipayansarkar1815
    @dwaipayansarkar1815 Před 5 měsíci

    In the get limits function
    c = np.uint8([[yellow]])
    is throwing error

  • @alinawabkhan7076
    @alinawabkhan7076 Před 7 měsíci

    How have you chosen a upper and lower limit? You have used some formula and I couldn't understand it?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 7 měsíci

      The 'color' is given by the hue channel, so from the h value for yellow, I set the interval as +- 10.

  • @sanikashelke621
    @sanikashelke621 Před 11 měsíci

    instead of that i want the code to analyse the colour of my face, can you please guide??

  • @DubinaStudio
    @DubinaStudio Před rokem

    I'm thinking of a device in the form of a video camera. This device will consist of a RaspberryPi, a camera module and display. This device will demonstrate the operation of the program for participation in roboracing. I propose to create a team to work on this project. In the future, it will be possible to participate in the OpenCV AI Competition 2023+n with this project. From Uruguay, you can participate in the competition)

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Sounds great! I think I won't be able to join, but best of luck with your project! 😃🙌

  • @kailashramakrishnan7010
    @kailashramakrishnan7010 Před 9 měsíci

    Even small pixels of yellow are detected, from the background, how do I increase the priority to be for just the object

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 9 měsíci

      You could apply a blur to remove the small yellow pixels before applying the color detection.

  • @nikunjchauhan1332
    @nikunjchauhan1332 Před 10 měsíci

    What is util here, it isn't available for me?

  • @brunomonteiro7340
    @brunomonteiro7340 Před rokem +2

    Very useful tutorial, thanks!
    I would like to know if you could help me with a project. Do you offer paid consulting?
    The concept of the project is to create a system for selecting and separating stones by shade of green using a Raspberry Pi with a camera. The system captures real-time images through the camera and processes these images to detect the green tones in the stones. Based on the shades of green detected, the stones are classified into different groups (1, 2, 3, 4) according to the defined shade scale.
    The image generated by the camera is displayed on a monitor, and each stone is marked with a square that indicates which group it belongs to.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Hey, I may create a paid consultation product soon. Do you need assistance with this project?

  • @dzelctronics-dz8087
    @dzelctronics-dz8087 Před rokem

    i have a a problem sir when i try to detect a red color for example [0,0,255] it does not work ? i hope u reply and thanks

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, maybe you need to try with different forms of red, as specified here www.rapidtables.com/web/color/red-color.html. Have you tried other colors?

  • @idamfarhankhalik5299
    @idamfarhankhalik5299 Před rokem

    hello can you help me, i have some problem in here. i got message ModuleNotFoundError: No module named 'PIL'. how i can fix it?

  • @sanamakbari1370
    @sanamakbari1370 Před 4 měsíci

    Thank you

  • @_Garm_
    @_Garm_ Před rokem

    like it, really cool video.. the kicker for me was the "BRG" .. it really confused me for a while.. was experimenting with the values there.. was trying to read the color of a led which i thought was green but was more white:ish with a green halo haha, is it possible to detect more colors at the same time ?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Yeah, I hear you, something is tricky to specify the exact hue of a given color. About detecting more than one color at the same time: yes, absolutely! The code can be adapted to detect as many colors as you wish! 😃💪

  • @user-vl2rf7om1n
    @user-vl2rf7om1n Před rokem

    Hi how can i connect the system to the alarm system specifically a buzzer while using a laptop camera for the video capturing, hope you will assist me

  • @zhongxina5808
    @zhongxina5808 Před rokem

    hey i tried to follow along with your tutorial but for some reason when i try to run it it says IndexError: index 10 is out of bounds for axis 0 with size 1 how can i fix this ?

  • @F4_TheBear
    @F4_TheBear Před rokem

    did someone know the RGB value for grey things (type road, circuit, ...)

  • @drushtiladhani8370
    @drushtiladhani8370 Před rokem

    How can i take pixels of other colors

  • @user-hf6sz3bx8h
    @user-hf6sz3bx8h Před 10 měsíci

    Very useful tutorial, thank you!
    i would like to know how to make it work on black?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 10 měsíci

      Have you tried by changing the bgr color to black (0, 0, 0)? Let me know if it works! 🙌

  • @baohanquoc7644
    @baohanquoc7644 Před 4 měsíci

    how to download util , sir

  • @BaronBattles
    @BaronBattles Před 9 měsíci

    DO I NEED TO INSTALL VSCODE

  • @pasindukawshan5260
    @pasindukawshan5260 Před rokem +1

    Can I know what is this software using coding ?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hello Pasindu, I am not sure if I understand your question, what do you mean? In this video I show you how to detect colors using Python and OpenCV using the HSV colorspace.

    • @hxrted
      @hxrted Před rokem

      pycharm

  • @ecsyntric
    @ecsyntric Před rokem

    awesome

  • @ibrahim.basaran
    @ibrahim.basaran Před 6 měsíci

    i want to set up color for red. how ca i do it. i need little help

    • @wexxc9372
      @wexxc9372 Před 6 měsíci

      Just set the color to red lol
      Just look up on the internet what's the BGR Colorspace of red

  • @karimmerchaoui9736
    @karimmerchaoui9736 Před rokem

    when I tried red instead of yellow it didn't detect it even if I try different forms of red. I would really appreciate it if you help me

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Hey, I took a look and there was a bug which affected the performance in the case of red hues, thank you for noticing it. It is fixed now, take a look at the repo. 💪🙌

    • @karimmerchaoui9736
      @karimmerchaoui9736 Před rokem

      @@ComputerVisionEngineer It worked! thank you so much

  • @arif-emre-yaman
    @arif-emre-yaman Před rokem

    Do you know which array value I should enter for red?

    • @bhavyan24
      @bhavyan24 Před 3 měsíci

      did you find an answer?

  • @cormiersierra9810
    @cormiersierra9810 Před 4 měsíci

    太牛了...附送源代码....老哥你好...能做一个指定区域里的颜色识别监测不

  • @shamirkhan6406
    @shamirkhan6406 Před rokem

    Plz make a video on how to fix the media pipe installation error: "No matching distribution found for media pipe"

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey Shamir, please give me more details about your error. What Python version are you using? What is your OS?

  • @rohitgalani8228
    @rohitgalani8228 Před 2 měsíci

    Cezar?????

  • @freddieanniss3533
    @freddieanniss3533 Před rokem

    Great video but I have a slight issue it says TypeError: VideoCapture() takes no arguments. I'm assuming this means its having trouble finding my webcam footage but I'm not sure how to fix it

    • @freddieanniss3533
      @freddieanniss3533 Před rokem

      also the 2 in VideoCapture(2) shows up as an unexpected argument

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      what opencv version are you using? what is your Python version and your OS? are you using an IDE?

    • @freddieanniss3533
      @freddieanniss3533 Před rokem

      @@ComputerVisionEngineer im using Pycharm vers 3.11 on a windows. not sure what version of opencv it is i think its 22.3.1 if that sounds right.

    • @freddieanniss3533
      @freddieanniss3533 Před rokem

      sorry no 4.6.0

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Please try to execute it without pycharm, also try with other Python version and other version of opencv.

  • @johanneskling2734
    @johanneskling2734 Před rokem

    Great Video! Could you tell me how the code performs

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey Johannes, I would say the color detection is performing very well! 😃💪

    • @johanneskling2734
      @johanneskling2734 Před rokem

      @@ComputerVisionEngineer do you think I could run it on a raspberry pi zero 😂

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      As long as you can run Python, install OpenCV and get images from a webcam it 'should' work. If you try it on a raspberry pi let me know how it works! 💪

    • @johanneskling2734
      @johanneskling2734 Před rokem +1

      @@ComputerVisionEngineer yes it would be possible to run it but I would need at least 30fps which I don’t think is realistic on a weaker pi.

  • @microcontroller_garage5387

    very useful. How can i use this code to detect red color object

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, define a new variable called red = [0, 0, 255] and use it instead of the 'yellow' variable. You may need to adjust the definition of red in case is not the exact hue of red you are looking for! 😃🙌

    • @microcontroller_garage5387
      @microcontroller_garage5387 Před rokem

      @@ComputerVisionEngineer i tried with a new variable. But hue value is the problem I think. Thanks for the reply

    • @weaamajoor7420
      @weaamajoor7420 Před rokem

      @@microcontroller_garage5387 Hey, I have tried using new variable to detect the red color but there is a problem. Did you managed to solve it?

  • @jeromewastijn5645
    @jeromewastijn5645 Před rokem

    how should i make it recognise the color red instead of yellow

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Hey Jerome, try defining a new variable called red = [0, 0, 255], and use that one instead of 'yellow'. If it doesn't detect the exact hue of red you are looking for you would have to see what are the bgr coordinates of the exact color you want to detect 💪🙌

    • @weaamajoor7420
      @weaamajoor7420 Před rokem

      @@ComputerVisionEngineer Hey, I have tried using new variable to detect the red color but there is a problem. Did you managed to solve it?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      @@weaamajoor7420 what problem do you have when trying to detect the red color?

    • @weaamajoor7420
      @weaamajoor7420 Před rokem

      @@ComputerVisionEngineer it stop tracking anything.

  • @studywithnadia121
    @studywithnadia121 Před rokem

    Hi.
    Free where i can get utul packages??

  • @raghavsharma012
    @raghavsharma012 Před 2 dny

    9:25

  • @dzelctronics-dz8087
    @dzelctronics-dz8087 Před rokem

    thankss

  • @sergeysaik7975
    @sergeysaik7975 Před rokem

    Hey, is it possible to make it so the code runs the tracking on screen? Im trying to make an extension that runs on my pc on top of all my apps to track certain colors for premiere keyframes. Im not that skilled in coding so was hopping for a little help.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey Sergey, you want to track colors in your screen? Sure, it is possible, I guess the code in this project is a good baseline for that. Take a look at PyAutoGUI library, you can use it to take screenshots, for example. 💪💪

  • @stu.5903
    @stu.5903 Před rokem

    How do you put a circle dot in the middle of the lemon/color? I'm trying to create a posture and gait analysis thesis with colored markers and get measurements (angles/distance), I want to be able to detect it and put a point in the middle of each markers and connect each point with lines. Hoping for your response, thanks in advance!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, about the circle take a look at cv2.circle function, you can compute the coordinates of the center of the color by inspecting the bounding box coordinates. 🙌

    • @sir.blobfish1528
      @sir.blobfish1528 Před 8 měsíci

      Hey! Not sure if you still need the code but here it is anyway:
      if bbox is not None:
      x1, y1, x2, y2 = bbox
      cv2.rectangle(frame, (x1, y1), (x2, y2), [0, 255, 0], 5)
      center_x = (x1 + x2) // 2
      center_y = (y1 + y2) // 2
      frame = cv2.circle(frame, (center_x, center_y), 0, (0, 0, 255), 5) # change the 5 to adjust thickness
      just replace the if statement where you draw the rectangle and there should now me a circle in the middle of the object

  • @azzamalomari9025
    @azzamalomari9025 Před 11 měsíci

    Hi, i need to make a robot that can avoid green and red obstacles. when the robot detect the green obstacle it should go left and when it sees red obstacle it should go right. and I am kinda lost how to make the camera program, can you help me?🥲

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 11 měsíci

      Hey, are you working with Arduino? If you are, search for videos on 'arduino color sensor project', there are plenty of videos on youtube which cover the foundations of how to do it. 🙌