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

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  • Опубликовано: 8 янв 2025

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  • @ComputerVisionEngineer
    @ComputerVisionEngineer  Год назад +3

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    • @iamrahiii
      @iamrahiii Год назад

      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.

  • @vidyashree7652
    @vidyashree7652 Месяц назад +3

    This video has just been the 1st and the best video I have landed for my CV project. Thank you for this video!

  • @Lux1431996
    @Lux1431996 10 месяцев назад +4

    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".

  • @John-xi2im
    @John-xi2im 9 месяцев назад

    superb tutorial, very informative and mind blowing!!

  • @kiitanayandosu-ug7pe
    @kiitanayandosu-ug7pe 10 месяцев назад +1

    This was such an amazing tutorila thank you so much!

  • @nagireddygajjela5430
    @nagireddygajjela5430 3 месяца назад

    Great video. Thank you for sharing your knowledge on computer vision

  • @drushtiladhani8370
    @drushtiladhani8370 Год назад +5

    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

  • @brefat
    @brefat 4 месяца назад

    Amazing channel, god bless you❤

  • @RishiKumar-vb7fy
    @RishiKumar-vb7fy Год назад +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.

  • @richieora57
    @richieora57 Год назад +1

    so cool.thank you, learned a lot!

  • @muratakar1972
    @muratakar1972 Год назад +1

    Very useful tutorial, thanks.

  • @geppetox748
    @geppetox748 2 месяца назад

    Excellent Sir, thank you! :)

  • @dwaipayansarkar1815
    @dwaipayansarkar1815 9 месяцев назад +3

    Your code is not properly working tho

  • @chinatsuvlr
    @chinatsuvlr Год назад

    Cool explanation, thank you sir

  • @selamushirtawi3909
    @selamushirtawi3909 10 месяцев назад +2

    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'

    • @andrecastro5878
      @andrecastro5878 2 месяца назад

      make sure you have selected the correct camera, if you only have one camera on your device then the correct line would be:
      cap = cv2.VideoCapture(0)

  • @ethaninfante2768
    @ethaninfante2768 11 месяцев назад

    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?

  • @nikolaiownz
    @nikolaiownz 8 месяцев назад

    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

  • @ecsyntric
    @ecsyntric Год назад

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

  • @dwaipayansarkar1815
    @dwaipayansarkar1815 9 месяцев назад

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

  • @Mr3Run4Fun
    @Mr3Run4Fun Год назад

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

  • @Ash2Tutorial
    @Ash2Tutorial 2 месяца назад

    The video is good, but I am not able to find the code for this tutorial. Could you provide the code link. Thanks

  • @alinawabkhan7076
    @alinawabkhan7076 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

  • @whlau6191
    @whlau6191 Год назад

    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  Год назад

      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 Год назад +1

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

      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. 💪🙌

  • @muammarrezapahlawan8715
    @muammarrezapahlawan8715 3 месяца назад

    sir, Does this affect the camera lighting?

  • @borallylyl8427
    @borallylyl8427 Год назад +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  Год назад

      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. 🙌

  • @kailashramakrishnan7010
    @kailashramakrishnan7010 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

  • @PortiaRuthMaupfu
    @PortiaRuthMaupfu Год назад

    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

  • @waseemahmed4487
    @waseemahmed4487 2 месяца назад

    sir can u plz tell me where your running your code

  • @drm8164
    @drm8164 6 месяцев назад

    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 :)

  • @idamfarhankhalik5299
    @idamfarhankhalik5299 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

      You may need to install Pillow. 'pip install Pillow' should do the work 💪💪

  • @dzimpact25
    @dzimpact25 Год назад

    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  Год назад

      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?

  • @נדבעמאר
    @נדבעמאר Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

  • @F4_TheBear
    @F4_TheBear Год назад

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

  • @sanikashelke621
    @sanikashelke621 Год назад

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

  • @_Garm_
    @_Garm_ Год назад

    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  Год назад +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! 😃💪

  • @nikunjchauhan1332
    @nikunjchauhan1332 Год назад

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

  • @zhongxina5808
    @zhongxina5808 Год назад

    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 ?

  • @shamirkhan6406
    @shamirkhan6406 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

  • @freddieanniss3533
    @freddieanniss3533 Год назад

    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 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

    • @freddieanniss3533
      @freddieanniss3533 Год назад

      @@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 Год назад

      sorry no 4.6.0

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

  • @DubinaStudio
    @DubinaStudio Год назад

    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  Год назад

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

  • @arif-emre-yaman
    @arif-emre-yaman Год назад

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

    • @bhavyan24
      @bhavyan24 8 месяцев назад

      did you find an answer?

  • @karimmerchaoui9736
    @karimmerchaoui9736 Год назад

    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  Год назад +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 Год назад

      @@ComputerVisionEngineer It worked! thank you so much

  • @ibrahim.basaran
    @ibrahim.basaran 10 месяцев назад

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

    • @wexxc
      @wexxc 10 месяцев назад

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

  • @pasindukawshan5260
    @pasindukawshan5260 Год назад +1

    Can I know what is this software using coding ?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

      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 Год назад

      pycharm

  • @johanneskling2734
    @johanneskling2734 Год назад

    Great Video! Could you tell me how the code performs

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

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

    • @johanneskling2734
      @johanneskling2734 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

      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 Год назад +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.

  • @baohanquoc7644
    @baohanquoc7644 8 месяцев назад

    how to download util , sir

  • @brunomonteiro7340
    @brunomonteiro7340 Год назад +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  Год назад +1

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

  • @jeromewastijn5645
    @jeromewastijn5645 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад +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 Год назад

      @@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  Год назад

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

    • @weaamajoor7420
      @weaamajoor7420 Год назад

      @@ComputerVisionEngineer it stop tracking anything.

  • @perth-ambhattarai4106
    @perth-ambhattarai4106 Год назад

    Thannnk You!!!!!! That was smoooooooooothhhhhhhhhhh

  • @microcontroller_garage5387
    @microcontroller_garage5387 Год назад

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Год назад

      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 Год назад

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

    • @weaamajoor7420
      @weaamajoor7420 Год назад

      @@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?

  • @stu.5903
    @stu.5903 Год назад

    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  Год назад

      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 Год назад

      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

  • @warriorlele5523
    @warriorlele5523 5 месяцев назад

    awesome video man

  • @cormiersierra9810
    @cormiersierra9810 8 месяцев назад

    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

  • @mohammadzamanzamani9775
    @mohammadzamanzamani9775 Год назад

    amazing video !

  • @studywithnadia121
    @studywithnadia121 Год назад

    Hi.
    Free where i can get utul packages??

  • @BaronBattles
    @BaronBattles Год назад

    DO I NEED TO INSTALL VSCODE

    • @OmarAfnan
      @OmarAfnan 11 дней назад

      yes u can use vs code even this ide the one he using

  • @sergeysaik7975
    @sergeysaik7975 Год назад

    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  Год назад

      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. 💪💪

  • @rohitgalani8228
    @rohitgalani8228 6 месяцев назад

    Cezar?????

  • @coimbrawebs
    @coimbrawebs 5 месяцев назад

    Nice video man

  • @raghavsharma012
    @raghavsharma012 4 месяца назад

    9:25

  • @ecsyntric
    @ecsyntric Год назад

    awesome

  • @sanamakbari1370
    @sanamakbari1370 8 месяцев назад

    Thank you

  • @Ash2Tutorial
    @Ash2Tutorial 2 месяца назад

    OK. I found the link

  • @dzimpact25
    @dzimpact25 Год назад

    thankss

  • @azzamalomari9025
    @azzamalomari9025 Год назад

    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  Год назад

      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. 🙌

  • @drushtiladhani8370
    @drushtiladhani8370 Год назад

    How can i take pixels of other colors