Тёмный

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

Computer vision engineer
Подписаться 38 тыс.
Просмотров 73 тыс.
50% 1

Code: github.com/com...
#computervision #opencv #colordetection

Опубликовано:

 

26 сен 2024

Поделиться:

Ссылка:

Скачать:

Готовим ссылку...

Добавить в:

Мой плейлист
Посмотреть позже
Комментарии : 112   
@ComputerVisionEngineer
@ComputerVisionEngineer 9 месяцев назад
Did you enjoy this video? Try my premium courses! 😃🙌😊 ● Hands-On Computer Vision in the Cloud: Building an AWS-based Real Time Number Plate Recognition System bit.ly/3RXrE1Y ● End-To-End Computer Vision: Build and Deploy a Video Summarization API bit.ly/3tyQX0M ● Computer Vision on Edge: Real Time Number Plate Recognition on an Edge Device bit.ly/4dYodA7 ● Machine Learning Entrepreneur: How to start your entrepreneurial journey as a freelancer and content creator bit.ly/4bFLeaC Learn to create AI-based prototypes in the Computer Vision School! www.computervision.school 😃🚀🎓
@iamrahiii
@iamrahiii 8 месяцев 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.
@Lux1431996
@Lux1431996 6 месяцев назад
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".
@nagireddygajjela5430
@nagireddygajjela5430 13 дней назад
Great video. Thank you for sharing your knowledge on computer vision
@kiitanayandosu-ug7pe
@kiitanayandosu-ug7pe 6 месяцев назад
This was such an amazing tutorila thank you so much!
@drushtiladhani8370
@drushtiladhani8370 Год назад
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
@selamushirtawi3909
@selamushirtawi3909 6 месяцев назад
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'
@John-xi2im
@John-xi2im 6 месяцев назад
superb tutorial, very informative and mind blowing!!
@brefat
@brefat 25 дней назад
Amazing channel, god bless you❤
@ComputerVisionEngineer
@ComputerVisionEngineer 25 дней назад
Thank you! 😃🙌
@richieora57
@richieora57 Год назад
so cool.thank you, learned a lot!
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
😃🙌
@RishiKumar-vb7fy
@RishiKumar-vb7fy 8 месяцев назад
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.
@ComputerVisionEngineer
@ComputerVisionEngineer 8 месяцев назад
Yeah it sounds like a good project idea! 🙌
@ethaninfante2768
@ethaninfante2768 7 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?
@dwaipayansarkar1815
@dwaipayansarkar1815 6 месяцев назад
Your code is not properly working tho
@e1senvlr
@e1senvlr 9 месяцев назад
Cool explanation, thank you sir
@ComputerVisionEngineer
@ComputerVisionEngineer 9 месяцев назад
You are welcome! Glad you enjoyed it! 😃🙌
@drm8164
@drm8164 2 месяца 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 :)
@nikolaiownz
@nikolaiownz 5 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
@dwaipayansarkar1815
@dwaipayansarkar1815 6 месяцев назад
In the get limits function c = np.uint8([[yellow]]) is throwing error
@whlau6191
@whlau6191 10 месяцев 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 10 месяцев назад
Yes, it can be done. You can further refine it to detect objects of a given color based on size and approx orientation. 🙌
@Mr3Run4Fun
@Mr3Run4Fun Год назад
How can I use my elgato capture card as the capture, I've tried looking everywhere?
@borallylyl8427
@borallylyl8427 Год назад
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. 🙌
@finnthehuman9889
@finnthehuman9889 Год назад
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. 💪🙌
@alinawabkhan7076
@alinawabkhan7076 8 месяцев назад
How have you chosen a upper and lower limit? You have used some formula and I couldn't understand it?
@ComputerVisionEngineer
@ComputerVisionEngineer 8 месяцев назад
The 'color' is given by the hue channel, so from the h value for yellow, I set the interval as +- 10.
@kailashramakrishnan7010
@kailashramakrishnan7010 10 месяцев 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 10 месяцев назад
You could apply a blur to remove the small yellow pixels before applying the color detection.
@sanikashelke621
@sanikashelke621 Год назад
instead of that i want the code to analyse the colour of my face, can you please guide??
@perth-ambhattarai4106
@perth-ambhattarai4106 8 месяцев назад
Thannnk You!!!!!! That was smoooooooooothhhhhhhhhhh
@warriorlele5523
@warriorlele5523 2 месяца назад
awesome video man
@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 ?
@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
@sahilharal4206
@sahilharal4206 7 месяцев назад
did you get it
@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 💪💪
@F4_TheBear
@F4_TheBear Год назад
did someone know the RGB value for grey things (type road, circuit, ...)
@cormiersierra9810
@cormiersierra9810 5 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
@_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
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! 😃💪
@dzelctronics-dz8087
@dzelctronics-dz8087 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?
@mohammadzamanzamani9775
@mohammadzamanzamani9775 Год назад
amazing video !
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
Thank you! 😃
@sanamakbari1370
@sanamakbari1370 5 месяцев назад
Thank you
@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! 😃🙌
@nikunjchauhan1332
@nikunjchauhan1332 11 месяцев назад
What is util here, it isn't available for me?
@נדבעמאר
@נדבעמאר 11 месяцев назад
Very useful tutorial, thank you! i would like to know how to make it work on black?
@ComputerVisionEngineer
@ComputerVisionEngineer 11 месяцев назад
Have you tried by changing the bgr color to black (0, 0, 0)? Let me know if it works! 🙌
@brunomonteiro7340
@brunomonteiro7340 Год назад
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
Hey, I may create a paid consultation product soon. Do you need assistance with this project?
@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?
@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
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 7 месяцев назад
i want to set up color for red. how ca i do it. i need little help
@wexxc9372
@wexxc9372 7 месяцев назад
Just set the color to red lol Just look up on the internet what's the BGR Colorspace of red
@coimbrawebs
@coimbrawebs 2 месяца назад
Nice video man
@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.
@ecsyntric
@ecsyntric Год назад
awesome
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
Glad you enjoyed it! 😄🙌
@arif-emre-yaman
@arif-emre-yaman Год назад
Do you know which array value I should enter for red?
@bhavyan24
@bhavyan24 4 месяца назад
did you find an answer?
@baohanquoc7644
@baohanquoc7644 5 месяцев назад
how to download util , sir
@BaronBattles
@BaronBattles 10 месяцев назад
DO I NEED TO INSTALL VSCODE
@pasindukawshan5260
@pasindukawshan5260 Год назад
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
@drushtiladhani8370
@drushtiladhani8370 Год назад
How can i take pixels of other colors
@jeromewastijn5645
@jeromewastijn5645 Год назад
how should i make it recognise the color red instead of yellow
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
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.
@rohitgalani8228
@rohitgalani8228 3 месяца назад
Cezar?????
@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?
@studywithnadia121
@studywithnadia121 Год назад
Hi. Free where i can get utul packages??
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
Hey, what do you mean with 'utul packages'?
@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
@@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.
@dzelctronics-dz8087
@dzelctronics-dz8087 Год назад
thankss
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
😄🙌
@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 9 месяцев 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
@raghavsharma012
@raghavsharma012 Месяц назад
9:25
@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. 🙌
@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. 💪💪
@muratakar1972
@muratakar1972 Год назад
Very useful tutorial, thanks.
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
You are welcome! 😃🙌
@ecsyntric
@ecsyntric Год назад
this is better than pysource tutorial. how is it that all spanish guys are experts in CV? :)
@ComputerVisionEngineer
@ComputerVisionEngineer Год назад
Lol 😂
Далее
The moment we stopped understanding AI [AlexNet]
17:38
I coded one project EVERY WEEK for a YEAR
13:13
Просмотров 639 тыс.
How to Detect Colors in OpenCV [Python]
6:51
Просмотров 40 тыс.
Coding Was HARD Until I Learned These 5 Things...
8:34
I tried to make a Valorant AI using computer vision
19:23
Color Detection using Python - OpenCV and Pandas
13:32
AI Learns to Run Faster than Usain Bolt | World Record
10:22