Multi-person poses' detection using OpenCV + OpenPose

asked 2018-04-09 09:30:23 -0600

updated 2018-04-10 05:49:42 -0600

Hello, dear colleagiues!

I recently started studying computer vision. I'm very interested this direction. Now I'm studying the recognition of human poses, and I'm trying to remake some examples in C # to experiment further in Unity.

However, I can not find documentation or examples of how I could improve my code anywhere to find the poses of all people in the image. Could you tell me how I should change my code so that I can recognize the poses for all people in the image?

CODE FRAGMENT:

private void RecognizePose( Mat image, Mat output_image, List<point> points, float[] data ) {

for( int i = 0; i < BODY_PARTS_MPI.Count; i++ ) {

    output_image.get( i, 0, data );

    Mat heat_map = new Mat ( 1, data.Length, CvType.CV_32FC1 );

    heat_map.put( 0, 0, data );

    //Originally, we try to find all the local maximums. To simplify a sample
    //we just find a global one. However only a single pose at the same time
    //could be detected this way.
    Core.MinMaxLocResult result = Core.minMaxLoc( heat_map );

    heat_map.Dispose();

    double x = (

        (image.cols() * 
        (result.maxLoc.x % matrix_output_columns)) / 
        matrix_output_columns
    );

    double y = (

        (image.rows() * 
        (result.maxLoc.x / matrix_output_rows)) / 
        matrix_output_rows
    );

    if( result.maxVal > 0.1d ) points.Add( new Point( x, y ) );
    else points.Add( null );
}

}

Line "Core.MinMaxLocResult result = Core.minMaxLoc( heat_map );" and next processing gets us only single person's pose. And comment for this line says the same. But how can I get the all local maximumns and detect all poses?

With best regards and best wishes, Sergey Netyagin

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Comments

does this (java?) code even work for a single person ?

i'm having some doubts, if output_image.get( i, 0, data ); is retrieving the right thing, imho, there should be a output_image=output_image.reshape(1,19); before trying to access it's data

berak ( 2018-04-09 12:06:32 -0600 )edit

you'll HAVE TO read the paper
it needs the original, linevec.prototxt,not opencv's shortened one (it does not have access to the PAF's)
i made an attempt at it lately, but there are still bugs

berak ( 2018-04-10 06:20:07 -0600 )edit

Yes..!! It works perfectly fine for a single person.

The code is available at this link: https://github.com/opencv/opencv/blob...

The step to reproduce is as follows: python3 openpose.py --input=COCO_val2014_000000000589.jpg --proto=openpose_pose_coco.prototxt --model=pose_iter_440000.caffemodel --dataset=COCO

The data is available at:

--> COCO_val2014_000000000589.jpg

https://github.com/CMU-Perceptual-Com...

--> openpose_pose_coco.prototxt

https://github.com/opencv/opencv_extr...

--> pose_iter_440000.caffemodel

http://posefs1.perception.cs.cmu.edu/...

Gajjar_Mihir ( 2018-04-11 06:16:08 -0600 )edit

i know, i know.

i was only questioning your java version of it. (are you sure, you got the heatmap extraction right ?)

berak ( 2018-04-11 06:43:47 -0600 )edit

I am trying to implement it on android (java). The code works on ubuntu with opencv 3.4.1 but I am getting error on android with opencv 3.4.1. I have explained the error here: https://github.com/opencv/opencv/issu...

I tried the code on some images till now. It does fail sometimes.

Any help would be appreciated.

Gajjar_Mihir ( 2018-04-11 06:54:51 -0600 )edit

could you add that part of the code to your question ?

(btw, your github repo is no more available)

berak ( 2018-04-11 06:58:36 -0600 )edit

Should I upload the Android project on my Github repo or should I paste the code here?

I think uploading would be a better option because the entire code would be visible there with indentation.

Gajjar_Mihir ( 2018-04-11 08:31:49 -0600 )edit

a few lines with the result parsing here AND your whole code on github, maybe ?

berak ( 2018-04-11 08:58:44 -0600 )edit

int frameWidth = mat1.width();
int frameHeight = mat1.height();
Log.d("DEBUG",frameHeight + " " + frameWidth + " " + mat1);
Mat inp = Dnn.blobFromImage(mat1, 1, new Size(368, 368), new Scalar(0,0,0),false,false);
Log.d("See Hererere", inp.height() + " " + inp.width() + " " + inp.channels());
net.setInput(inp);
Mat out = net.forward();
Log.d("OUTPUT", out + "");

I am getting error in net.forward()

I have uploaded the entire code on github.

Gajjar_Mihir ( 2018-04-19 05:54:50 -0600 )edit

github link ?

maybe you can try this one in the meantime

berak ( 2018-04-19 06:07:55 -0600 )edit

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