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How to detect different random colors from the picture?

asked 2016-04-13 08:23:09 -0600

Akki gravatar image

Hello,

I am doing phase detection program. I would like to know if there is any possibility to say that this picture frame has 3 various color or this picture frame has one color. colors should be changed picture by picture. So I am looking for some logic to say how many different color are there in the picture.

Please guide me. Thank you very much in advance.

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Comments

Have you try histograms?

Mathieu Barnachon gravatar imageMathieu Barnachon ( 2016-04-13 09:58:23 -0600 )edit
2

Maybe you could build a histogram and count number of non-zero elements (using cv::countNonZero(mat) )?

strann gravatar imagestrann ( 2016-04-13 10:02:49 -0600 )edit

You can try color Image quantization in google or try this or this

LBerger gravatar imageLBerger ( 2016-04-13 10:18:45 -0600 )edit
2

have a look in this thread. However, have in mind that partition() is a bit slow in big images. In case that you need something faster I have a kind of optimization. However, I haven't implemented the lookup table for recognizing the color intensity, but getting the number of different colors in your image it works pretty well.

theodore gravatar imagetheodore ( 2016-04-13 13:30:25 -0600 )edit

Thank you very much for reply. I have different 4 colors to detect not more than that. and Image is also not so big. its like random color made draw in paint some time its two color some time 3 that is it. I have idea about histogram but I dont know how to implement it. I will also take a look in other suggestions. Thank you very much once again and it will be great help is someone can provide sample program.

Akki gravatar imageAkki ( 2016-04-13 16:24:18 -0600 )edit

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answered 2016-04-14 04:12:23 -0600

pklab gravatar image

To count number of colors you could find peaks in the histogram of HUE channel.

Because you have few colors, @strann has right solution: you could can simply check the histogram where the number of pixel count is non zero.

int CountColors(const Mat &img)
{
  Mat hsv,hue,hist;
  vector<Mat> hsv_planes;
  uchar rangeMin = 0;
  uchar rangeMax = 255;
  if (img.type() == CV_8UC1) hue = img;
  else if (img.type() == CV_8UC3)
  {
    cvtColor(img, hsv, CV_BGR2HSV);
    rangeMax = 360/2; //hue range is 0..180
    split(hsv, hsv_planes);
    hue= hsv_planes[0];
  }

    // Set the range for histogram
    float range[] = { 0, rangeMax};
    int histSize = rangeMax+1;
    const float* histRange = { range };
    bool uniform = true;
    bool accumulate = false;
    cv::calcHist(&hue, 1, 0, cv::Mat(), hist, 1, &histSize, &histRange, uniform, accumulate);
    int numOfColors = countNonZero(hist);
    return numOfColors ;
}
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Comments

Thank you very much for your help. could you please explain, where to enter the image path.

Thank you very much once again.

Akki gravatar imageAkki ( 2016-04-14 10:17:50 -0600 )edit

I can't understand your comment... did you see that CountColors is a function that receive an image and returns the number of color ?

pklab gravatar imagepklab ( 2016-04-14 12:09:55 -0600 )edit

Hello, When I am trying to run the program I am getting error: fatal error LNK1561: entry point must be defined. Can you please guide me how can I overcome this. Thank you very much once again.

Akki gravatar imageAkki ( 2016-04-15 07:02:12 -0600 )edit

@Akki I think you should start from here http://www.cplusplus.com/doc/tutorial/ check "Structure of a program" for the answer

pklab gravatar imagepklab ( 2016-04-15 10:48:27 -0600 )edit

Thank you very much for suggestions. I am not so good in programming. I went through the link which you mentioned, but still I didnt understand where I am doing wrong. Sorry for such silly question.

Akki gravatar imageAkki ( 2016-04-15 12:33:04 -0600 )edit
2

you need of main` function !!!!!!!!!!!!!

int main(int argc, char *argv[])
{
  Mat img = imread("your image file name");
  int numOfColors = CountColors(img);
  ...
}

I hope It was only a small oversight otherwise I really suggest to restart all from a basic computer programming course

pklab gravatar imagepklab ( 2016-04-15 14:14:20 -0600 )edit

Thank you very much for your suggestion. when I tried to run program, I am Getting error like 'CountColors': identifier not found 'numOfColors' : redefinition; multiple initialization

please help me how can I solve this problem.

Thank you very much once again.

Akki gravatar imageAkki ( 2016-04-15 16:57:41 -0600 )edit
2

@Akki I would not to be rude but, believe me, I'm really helping you by suggesting a computer programming course... a bit of knowledge is required even for copy&paste

pklab gravatar imagepklab ( 2016-04-16 02:43:44 -0600 )edit

Thank you very much.. I will make clear my basics first. Thank you once again.

Akki gravatar imageAkki ( 2016-04-16 03:05:39 -0600 )edit

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Asked: 2016-04-13 08:23:09 -0600

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Last updated: Apr 14 '16