Hand gesture recognition using python and opencv

Поділитися
Вставка
  • Опубліковано 6 жов 2024
  • Code-github.com/Sad...

КОМЕНТАРІ • 238

  • @jyothihiremath3220
    @jyothihiremath3220 4 роки тому +5

    Dude !! Great work and u have explained so well in such short time

  • @dompower500
    @dompower500 4 роки тому +12

    Initially I had blank screen then I removed the underscore and comma at line 41 it worked. Thanks _, contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)

  • @isaackay5887
    @isaackay5887 3 роки тому

    In ASL, for the word "okay", you finger-spell the letters "O-K" in succession

  • @Ali-thechillerdude
    @Ali-thechillerdude 3 роки тому +3

    Your work is awesome bro! I just created an app (built onto your app) that can play pause my media if the app sees 5 fingers. I am going to be adding more actions based on the number of fingers but for now this is exactly what I have been trying to make for a long time!

    • @kartikeyasharma5788
      @kartikeyasharma5788 3 роки тому

      Bro do you have any idea how we will integrate this concept of video calling apps like zoom or google meet

    • @Ali-thechillerdude
      @Ali-thechillerdude 3 роки тому

      @@kartikeyasharma5788 integrate how? I don't understand

    • @kartikeyasharma5788
      @kartikeyasharma5788 3 роки тому +1

      @@Ali-thechillerdude Like so that this feature can be used by deaf people and with their hand gestures the app will generate the text and would be easy for others to understand what they are trying to convey.

    • @Ali-thechillerdude
      @Ali-thechillerdude 3 роки тому

      @@kartikeyasharma5788 oh that's a great idea! I'm unfortunately not that advanced of a programmer but I want to see this done! It's very interesting! I thought about this idea too (I bought an American Sign Language class so I'm just starting) I was looking for an app that would interpret my signs (for practice and to see if I'm doing it right) but couldn't find any :(

    • @kartikeyasharma5788
      @kartikeyasharma5788 3 роки тому +1

      @@Ali-thechillerdude we are also facing so many issues in this coz all this stuff looks great from outside but as you dive deep then the reality hits you harder so yeah thats why i am here looking for some kind of solution b.d.w good luck to you for your journey. In this

  • @ThemenschMusic
    @ThemenschMusic 5 років тому +5

    Fantastic work, thanks for sharing !

  • @boomstrap7106
    @boomstrap7106 5 років тому +27

    No error , but only webcam lights pop and stay , that's all

    • @LovKushBrothers
      @LovKushBrothers 5 років тому

      in my case also,

    • @halajr
      @halajr 5 років тому +1

      @@LovKushBrothers has anyone solved the problem ? in my case it is also the same

    • @progamer1196
      @progamer1196 5 років тому

      @@crappydoctor6683 no hand detection in macbook pro

    • @crappydoctor6683
      @crappydoctor6683 5 років тому

      @@progamer1196 it's working fine in windows and linux

    • @adriandias3971
      @adriandias3971 5 років тому +1

      ​@@crappydoctor6683 bro there?
      I'm in a hurry to talk with you

  • @data2businessinsights469
    @data2businessinsights469 3 роки тому +3

    when i execute your script gesture.py in my laptop , it was not opening up the webcam but my webcam is working but its not opening the webcam?? how to start the webcam , will it be opened automatically by your script ?

  • @amanverma1764
    @amanverma1764 2 роки тому

    shukriya paaji tussi great ho
    major project baacha liye tussi..!!
    thandd paa!!!

  • @svein-torenarvestad1069
    @svein-torenarvestad1069 2 роки тому +2

    Hi Sadaival! I'm very intersted in your program. I have copied the file, but when I run the program nothing happen. Any suggestions?

  • @qzorn4440
    @qzorn4440 6 років тому

    Very interesting opencv video with great hand gesture information. Thanks.

  • @dunghuyhoang4675
    @dunghuyhoang4675 4 роки тому

    I used to work on this project , and my problem when I run your code is that Webcam lights turn on but nothing happens. So I checked your code , and you have some bug in your code, I fixed it. And It runs very well. Thanks a lot . Your ideas is so great, but you must check your code correctly before sharing it to everyone. Once again, Thank you very much, wish you to have another videos about python and open CV.

    • @crisrojo97
      @crisrojo97 4 роки тому

      could you share how you fixed the code please? it just turns the light of the camera but doesnt show anything. thx

    • @likithas1286
      @likithas1286 4 роки тому

      can you please tell us the corrections

    • @crisrojo97
      @crisrojo97 4 роки тому

      The answer is in another comment.

    • @SaMAtyam
      @SaMAtyam 4 роки тому

      will u please share us how u have modified the code....I'm working on this project..plz let me know..the modification

    • @mohitchauhan4703
      @mohitchauhan4703 4 роки тому

      I got the same issue. so I tried something. opencv4 does not return image, so you can try after removing the image from cv2.findContours

  • @shadowclips896
    @shadowclips896 4 роки тому +2

    My camera is not opening...

  • @NIKHILSHARMA-ez8lg
    @NIKHILSHARMA-ez8lg Рік тому

    STEPS TO REMOVE ERROR :-
    1:-TO REMOVE VEDIO CAPTURE NOT FOUND ERROR:-OPEN TASK MANAGER KILL THE JUPYTER LAB(IF RUNNING IN JUPYTER LAB) OR KILL THE PYTHON 3 PROCESS NORMALLY ;KILL=END
    2:-NOW RUN THE PROGRAM AND PLACE YOUR HAND INSIDE THE BOX
    3:-REMOVE YOUR BODY FROM THE FRAME IT CONFUSES IT
    4:-VOILA YOUU HAVE SUCCESFULLY COPY PASTED THE PROJECT
    5:- IF YOU HAVE MODULE ERROR SEARCH("PIP INSTALL MODULE NAME ") ON GOOGLE AND PASTE IT IN THE COMMAND PROMPT(ADMINISTRATOR)

  • @jaqsonbelnap9154
    @jaqsonbelnap9154 4 роки тому +2

    This looks like great code. Have you been able to successfully run this code using PyCharm? If so, will you please explain to me how to do this? I would like to use similar hand gestures and use the output as an input to a microcontroller to control servos on a robot arm. Also, if anyone has any experience using outputs from OpenCV in Python and using them as inputs for microcontrollers, I would appreciate any resources.

  • @SaMAtyam
    @SaMAtyam 4 роки тому +2

    when i executed the above code..just my camera is invoked but im no getting any window to capture image...help me to sort out this...

  • @TechTrendDecode-TTD
    @TechTrendDecode-TTD 3 роки тому

    its not working for me. camera light is on, but nothing happens. can you please help me.

  • @ABHINAVANANDBEC
    @ABHINAVANANDBEC 4 роки тому +2

    Your code is not running when I remove underscore from contours it starts spamming multiple windows with multiple webcam view. What to do please help.

  • @RSSIRMOTIVATIONshortsvideo
    @RSSIRMOTIVATIONshortsvideo Місяць тому +1

    Error so ho rha hai124 line me except

  • @RahulPatel-qz2vb
    @RahulPatel-qz2vb 4 роки тому

    Way you are not making more videos. Plz make more they are easy to understand with you

  • @samsemp10l23
    @samsemp10l23 5 років тому +8

    0:19 YOU DID NOT JUST DO THAT

    • @cactusjack_rust
      @cactusjack_rust 5 років тому +1

      WOW how did you spot that!

    • @sridharrajagopal
      @sridharrajagopal 4 роки тому +2

      That gesture has been used by cultures for millennia before it was coopted for nefarious purposes by white supremacists. Clearly the majority of the population around the world isn't going to know that and is not going to have the faintest idea of what you are talking about!! :-)
      Read this - www.adl.org/education/references/hate-symbols/okay-hand-gesture

    • @dubey_ji
      @dubey_ji 4 роки тому

      @@sridharrajagopal thanks both of you 😭😭😂😂😂 it was good to know

  • @likithas1286
    @likithas1286 4 роки тому +1

    my output does not stay on screen ... it keeps flickering... please help

  • @isaackay5887
    @isaackay5887 3 роки тому

    Hey just to let you know the sign for the number 3 is not correct in terms of ASL. You signed the number 6 and the number 9, but not 3. Just fyi

  • @dompower500
    @dompower500 4 роки тому

    Excellent work. Keep it up

  • @gigachad6844
    @gigachad6844 3 роки тому +1

    Camera is not showing

  • @hoangchuvan9175
    @hoangchuvan9175 4 роки тому +1

    I have run your code but it is too much noise, please show me how to fix it

  • @sachingupta-jx3xj
    @sachingupta-jx3xj 4 роки тому

    Amazing work dude ....

  • @shubhamraj_22
    @shubhamraj_22 4 місяці тому

    always showing no module name cv2 found while running code inspite its installed what should i doo...

  • @romandiaz2948
    @romandiaz2948 3 роки тому

    it doesnt work even importing the cv2 library there's not error but nothing happens

  • @namankhurpia3054
    @namankhurpia3054 4 роки тому

    just amazing work

  • @sakthi1192
    @sakthi1192 3 роки тому

    I have used the same code and tried. But the frame and mask files are not opening. Hence, I can't get the output. How to open it

  • @amithamenon46
    @amithamenon46 2 роки тому

    Cam is on but the frame and mask is not visible

  • @sahilchauhang
    @sahilchauhang 5 років тому +2

    program is running but frame and mask is not working
    webcam light is on

    • @jainsid123456789
      @jainsid123456789 5 років тому

      same happening to me

    • @rahulkoli1491
      @rahulkoli1491 5 років тому

      The same thing happening with me

    • @AMIRULISLAM-ti5uk
      @AMIRULISLAM-ti5uk 5 років тому

      @@rahulkoli1491 same happening

    • @halajr
      @halajr 5 років тому

      @@rahulkoli1491 hey rahul, what did you changed to get the solution?

    • @rahulkoli1491
      @rahulkoli1491 5 років тому +4

      @@halajr
      Before : cv2.imshow('mask',mask)
      cv2.imshow('frame',frame)
      except:
      pass
      After : except:
      pass
      cv2.imshow('mask', mask)
      cv2.imshow('frame', frame)
      Only this much was the change in the code and it worked for me

  • @yashlanjewar9971
    @yashlanjewar9971 4 роки тому +2

    I am not able to see the screen after opening camera

    • @nabilmiri128
      @nabilmiri128 4 роки тому +1

      I got the same error and solved it by converting "_,contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)" to "contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)"

    • @yashlanjewar9971
      @yashlanjewar9971 4 роки тому +1

      Thank you bro

    • @yash8112
      @yash8112 2 роки тому

      @@yashlanjewar9971 Hi bro

    • @yash8112
      @yash8112 2 роки тому

      @@nabilmiri128 Hi bro

  • @dhanrajnaidu1725
    @dhanrajnaidu1725 3 роки тому

    In tat mask I'm gtng white background and fingers are detected in black but it should be the reverse. could u help me with this problem?
    And please do tell how to create our own database for hand gestures

  • @amithamenon46
    @amithamenon46 2 роки тому

    Sir actually the frame and mask is not showing

  • @renuthapa1318
    @renuthapa1318 6 років тому +1

    Which algorithm you have used?

  • @vivekg8667
    @vivekg8667 5 років тому

    now camera is opening but that green rectangle is not displaying

  • @priyakumar2272
    @priyakumar2272 Рік тому

    can we do this for both the hands sir ??

  • @lifeofengineer2371
    @lifeofengineer2371 5 років тому

    sir please provide which algorithm are you used and which methodlogy are uesd in this program.
    sir please provide me the link .

  • @harshamin536
    @harshamin536 4 роки тому +1

    bhai isme cv2 install nahi dikha raha hai spyder mai
    kya karu ?

  • @anuragbhalekar4315
    @anuragbhalekar4315 3 роки тому

    Good job!

  • @onyenekeanthony6761
    @onyenekeanthony6761 2 роки тому

    sorry please which dataset did you use to train your model

  • @adrianmaulanamuhammad7225
    @adrianmaulanamuhammad7225 5 років тому +2

    Thanks for the tutorial, but I want to know what algorithm that you used in this project?

  • @Raj-hi6zd
    @Raj-hi6zd 3 роки тому

    the given code is running successfully but its not showing another window for gestures recognition. NEED HELP...!

    • @jake2663
      @jake2663 3 роки тому

      Did you figure it out?

  • @azanhaider
    @azanhaider 4 роки тому

    hello why is the camera not showing everytime i run it, it works but it doesn't show the camera plz help im on mac

  • @Fusion627
    @Fusion627 4 роки тому

    How do I find the coordinates of the finger tips (aka the vertices of the green convex contour) ?

  • @sridharrajagopal
    @sridharrajagopal 4 роки тому

    Nice video!

  • @somyajain3532
    @somyajain3532 4 роки тому

    Code is working but it is not detecting fingers correctly! What should I do?

  • @Tech_Pakshi5181
    @Tech_Pakshi5181 3 роки тому

    Can anyone help me back end ,front end database , used for this project?

  • @manasantani5878
    @manasantani5878 4 роки тому

    Excellent work, How do we combine these gestures to control an application like a game or do some basic tasks.

    • @wrenoryx
      @wrenoryx 4 роки тому

      Sorry if late, but for basic tasks you can use the python os library to very easily do things like commands

    • @kartikeyasharma5788
      @kartikeyasharma5788 3 роки тому

      @@wrenoryx How about we integrate it with video calling apps so that deaf people can have full benefits of it? Any idea how to do such thing?

  • @saeedamansoor1954
    @saeedamansoor1954 3 роки тому

    yh run krny k bad bht time ley rha h image k lye kia kroun? plz guide

  • @indiansoftwareengineer4899
    @indiansoftwareengineer4899 6 років тому

    could you please help to recognize gestures and motion of hands?

  • @axelhippolite5527
    @axelhippolite5527 5 років тому

    merci le 100 de la veine tu carry notre projet d'ISN

  • @АсылбекЛатипов
    @АсылбекЛатипов 3 роки тому

    Well remove the try except:pass and you will see the error

  • @travel_with_aabhishek
    @travel_with_aabhishek 3 роки тому

    Hi bro I want a help in this project can you help me in this mine is also same project I want to add camera to my project so can u help me 🤔 reply me

  • @CristianCSanta
    @CristianCSanta 4 роки тому

    How can I make serial communication with this code and with arduino?

  • @uditraghuwanshi3460
    @uditraghuwanshi3460 3 роки тому

    Thank you evry much sir

  • @teja1085
    @teja1085 3 роки тому

    Hi can u tell what is the name of algorithm used?

  • @Shimi433
    @Shimi433 3 роки тому

    I run the code but the windows don't appear

  • @DonatoGreco
    @DonatoGreco 4 роки тому

    which math library did you use?

  • @MrGaud_08
    @MrGaud_08 5 років тому

    And which tools you used here pls that also provide me

  • @neva3732
    @neva3732 2 роки тому

    anyone here knows how to do it for all 10 fingers?

  • @abhirampalepu
    @abhirampalepu 3 роки тому

    Nice work

  • @anubhavsarkar1238
    @anubhavsarkar1238 5 років тому

    Hello, Can you please tell me what dataset have you used to train your model ?

  • @kopindo
    @kopindo 5 років тому

    Is there a possibility to get the width of fingers?!

  • @cyrillehulinnicolas8764
    @cyrillehulinnicolas8764 5 років тому

    Hello,What is the resolution of your camera?

  • @sujayalaspure
    @sujayalaspure 5 років тому

    how can I find the contour for any gesture??

  • @alexpolymath
    @alexpolymath 5 років тому

    Do you have fixed rectangle where hand should be positioned ?

    • @nandu2702
      @nandu2702 5 років тому

      Alex Polymath I think, yes.

  • @santhanakrishnan5499
    @santhanakrishnan5499 5 років тому

    great work

  • @ramiroricardomaqueacuna5176
    @ramiroricardomaqueacuna5176 5 років тому

    How can I give orders with the gestures?

  • @karandeepsingh-hc7nv
    @karandeepsingh-hc7nv 6 років тому

    Did you refer any paper for this approach? If yes, can you share that paper?

  • @tanishqsinghanand5383
    @tanishqsinghanand5383 3 роки тому

    sira 🔥🔥

  • @zayalhagva2432
    @zayalhagva2432 3 роки тому

    How to fix

  • @johaniskandar4147
    @johaniskandar4147 5 років тому

    How come the window frame does not appear at all. Please shed some light

    • @johaniskandar4147
      @johaniskandar4147 5 років тому

      I think it failes here, _, contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
      but not sure how to fix it

    • @johaniskandar4147
      @johaniskandar4147 5 років тому

      make it like this
      contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
      i am using python v 3.7, before that python v 2.7, and now the frame shows

    • @sufyansher
      @sufyansher 5 років тому

      ^
      now it show error "IndentationError: unindent does not match any outer indentation level
      "

  • @mohdmohsinqureshi1886
    @mohdmohsinqureshi1886 6 років тому

    will the same code run for canopy !

  • @KulbirAhluwalia
    @KulbirAhluwalia 6 років тому +1

    Amazing!
    Can I use this with a robot simulation software like Gazebo to move a robotic hand?

    • @prajwalrao6312
      @prajwalrao6312 4 роки тому

      Anything that uses skin colour using it would be waste of time for any software please tell me if I am wrong..

  • @minakshee4672
    @minakshee4672 4 роки тому

    what is cv2.flip here?

  • @CoderInHouse
    @CoderInHouse 3 роки тому

    Windows is not comming

  • @TechTalks_with_Akshay
    @TechTalks_with_Akshay 4 роки тому +1

    not work in pycharm

    • @mohitchauhan4703
      @mohitchauhan4703 4 роки тому

      its working fine. opencv4 does not return image, so you can try after removing image from cv2.findContours
      .

  • @md.mohitmozumder8106
    @md.mohitmozumder8106 2 роки тому

    bro i use your source code but it is not opening the web cam window? can u please solve this

    • @naveensingh596
      @naveensingh596 2 роки тому

      remove underscore in line number 41

    • @naveensingh596
      @naveensingh596 2 роки тому

      contours,hierarchy= cv2.findContours(mask,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)

  • @akhil5331
    @akhil5331 6 років тому

    the camera application is not getting opened!. Anyone know the solution

  • @pinaltogadiya7839
    @pinaltogadiya7839 4 роки тому +1

    what is area ratio and how to find it ?

    • @neva3732
      @neva3732 2 роки тому

      Hi I think this will display when Running the code from the line display area

    • @neva3732
      @neva3732 2 роки тому

      My bad I think u should add print area ratio I know it’s been 1 year 😂 it’s fine I can try still

  • @businessnews1827
    @businessnews1827 6 років тому

    How to contact you private ? need discuss about improvements with you. Paid work. Thx

  • @codeityourself4847
    @codeityourself4847 4 роки тому

    why?

  • @VishalGupta-cp3tx
    @VishalGupta-cp3tx 6 років тому

    nhi chal rha cv2.waitkey(5)ME error aa rhi h

  • @gamebuzz9929
    @gamebuzz9929 5 років тому

    when i try your code, it falls under exception block. please help me

    • @mohitchauhan4703
      @mohitchauhan4703 4 роки тому

      opencv4 does not return image, so you can try after removing image from cv2.findContours

  • @zayalhagva2432
    @zayalhagva2432 3 роки тому

    File "d:\Python\Hand-Gestures-master\Hand-Gestures-master\gesture.py", line 42, in
    _,contours,hierarchy= cv2.findContours(mask,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)
    ValueError: not enough values to unpack (expected 3, got 2)
    [ WARN:1] global C:\Users\appveyor\AppData\Local\Temp\1\pip-req-build-wvn_it83\opencv\modules\videoio\src\cap_msmf.cpp (434) `anonymous-namespace'::SourceReaderCB::~SourceReaderCB terminating async callback

  • @technicaltrainings6429
    @technicaltrainings6429 4 роки тому

    how to close the camera screen ?

  • @rahulsood3412
    @rahulsood3412 4 роки тому +1

    Hello, would u be interested to do a short project for us.. please contact me if you would want to discuss further

  • @binashshaikh8441
    @binashshaikh8441 3 роки тому

    Which python version are you using?

  • @chabukswarjaya
    @chabukswarjaya 3 роки тому

    plz share me the dataset

  • @udaykumarmanikanta1214
    @udaykumarmanikanta1214 6 років тому

    bro code is excute but mask and frame not opening (camera light is just on )
    can any one resolve my problem

    • @shwetabhshekhar9134
      @shwetabhshekhar9134 6 років тому

      getting same problem

    • @bhaskarprasad662
      @bhaskarprasad662 5 років тому +1

      follow these instructions
      www.instructables.com/id/Raspberry-Pi-Hand-Detection-Finger-Counting-Based-/

    • @sahilchauhang
      @sahilchauhang 5 років тому

      same problem bro

  • @MrCdasd
    @MrCdasd 5 років тому

    How to code this in Java + OpenCV????

  • @imalone7494
    @imalone7494 3 роки тому

    pls send gesture images

  • @gowtamsingulur5909
    @gowtamsingulur5909 5 років тому

    Are you hard coding the position of the hand?

    • @gowtamsingulur5909
      @gowtamsingulur5909 5 років тому

      I went through the code and found out that your co-ordinates for rectangle around hand are hard coded.

    • @sadaivalsingh1550
      @sadaivalsingh1550  5 років тому

      @@gowtamsingulur5909 yeah it's hard coded

    • @gowtamsingulur5909
      @gowtamsingulur5909 5 років тому

      @@sadaivalsingh1550 Okay, Nice work.

  • @mukarramshahzad8814
    @mukarramshahzad8814 6 років тому

    can you help me in getting the size of the finger I will pay you if needed

    • @pranith308
      @pranith308 6 років тому

      Assuming u opened the hand wide enough and your blue points are accurate, from the code from the video, we know the three vertices of the triangle (defects) we can calculate the distance from far point to start/end points. process image from left to right or right to left(x coordinate) to understand which distance corresponds to which finger. ( this only gives you estimate not accurate ) you can always average the distances from both sides blue points to make it little more accurate.
      If you want in cm/metres, just multiply the pixel distance to real word distance/pixel. Again assuming hand is always at the fixed distance from the camera

  • @saurabhkumarsoni3773
    @saurabhkumarsoni3773 6 років тому

    the code ran without any error, web cam detected but frame did not open. please help

    • @sadaivalsingh1550
      @sadaivalsingh1550  6 років тому

      check if you are using python 2.x version , if so then delete "_,"in line 42(find contours)

    • @saurabhkumarsoni3773
      @saurabhkumarsoni3773 6 років тому

      still the same problem.....what to do now?

    • @rafaperry12
      @rafaperry12 6 років тому

      still the same problem.

    • @bhawik00
      @bhawik00 5 років тому

      @@sadaivalsingh1550 still the same problem

    • @johaniskandar4147
      @johaniskandar4147 5 років тому

      make sure the python version is the latest one, i had fixed this problem

  • @vivekg8667
    @vivekg8667 5 років тому

    camera is not opening

    • @crappydoctor6683
      @crappydoctor6683 5 років тому

      Please refer this github.com/hemusqwerty/Hand_Gesture_Recognition repo.

  • @81peas
    @81peas 6 років тому

    hey sadaival nice code..
    the code is working but i think it is not recognising my skin color. I amd trying to fix it can u help...

    • @sadaivalsingh1550
      @sadaivalsingh1550  6 років тому

      Palash Bhusari you wil have to change the upper and lower skin value that suit your surrounding.changing the brightness of screen can also help

    • @81peas
      @81peas 6 років тому

      thanks ill try this updates to the code. But i am not able to understand how changing the brightness of screen will help can u explain.

    • @sadaivalsingh1550
      @sadaivalsingh1550  6 років тому +1

      brightness of screen alters the 'value' part in hsv.

    • @akhil5331
      @akhil5331 6 років тому

      Hey , the code is working fine , but the visual didt came up

    • @krishprasad4950
      @krishprasad4950 6 років тому

      I had the same problem. My wall is almost skin color, and it detects my hand in black and wall as white. So I tried to put my hand against a black background (placed a black bag as the background and tried) and it worked! On a lighter colored background, skin looks darker and hence it is not able to pickup. I'm wondering if there's a way to change the way the code behaves - like use darker colors as '1' and lighter colors as '0'. I tried swapping the lower and upper skin color range and it didnt help.

  • @mehrabanimoh
    @mehrabanimoh 5 років тому

    How can I message you?