Wiener Filter OpenCV (Java)

asked 2019-01-30 15:57:01 -0600

cz11@hw.ac.uk gravatar image

I am trying to design a Wiener Filter by using android studio,code is following

public void WienerFilter(View v){
    /*
    F0=fftshift(fft2(imt));     //make fft to to nosie image
    LA = fftshift(fft2(ima));   //make fft to original image
    K=0.1;                      // add constant to degradation function
    for u=1:m
    for  v=1:n
    H(u,v) = F0(u,v)/LA(u,v);  //get degradation funtion
    //  Compute wiener filter function
    H0(u,v)=(abs(H(u,v)))^2;
    H1(u,v)=H0(u,v)/(H(u,v)*(H0(u,v)+K));
    F2(u,v)=H1(u,v)*F0(u,v);
     */
    Mat GrayImg = new Mat();
    Utils.bitmapToMat(grayBitmap, GrayImg);
    Mat noiseImg = new Mat();
    Utils.bitmapToMat(noiseBitmap, noiseImg);
    Core.dft(GrayImg,GrayImg);
    Core.dft(noiseImg,noiseImg);
    Mat dst = new Mat();
    Core.divide(GrayImg,noiseImg,dst);
    Mat dst1 = new Mat();
    Core.convertScaleAbs(dst,dst1);
    Core.multiply(dst1,dst1,dst1);
    Mat dst2 =new Mat();
    Core.addWeighted(dst1,1,null,0,0.5,dst2);
    Core.multiply(dst,dst2,dst2);
    Core.divide(dst1,dst2,dst2);
    Core.multiply(dst2,GrayImg,dst2);
    Core.idft(dst2,dst2);
    Core.convertScaleAbs(dst2,dst2);
    Core.normalize(dst2,dst2,0,255,Core.NORM_MINMAX);
    dst2.convertTo(dst2,CvType.CV_8UC1);
    Utils.matToBitmap(dst2,WienerBitmap);
    ivImage.setImageBitmap(WienerBitmap);
}

But it doesn't work anyway, I can fix the problem shows below: 2019-01-30 21:42:13.046 25200-25200/com.addict.androidcamera E/cv::error(): OpenCV(3.4.1) Error: Assertion failed (type == (((5) & ((1 << 3) - 1)) + (((1)-1) << 3)) || type == (((5) & ((1 << 3) - 1)) + (((2)-1) << 3)) || type == (((6) & ((1 << 3) - 1)) + (((1)-1) << 3)) || type == (((6) & ((1 << 3) - 1)) + (((2)-1) << 3))) in void cv::dft(cv::InputArray, cv::OutputArray, int, int), file /build/master_pack-android/opencv/modules/core/src/dxt.cpp, line 3335 2019-01-30 21:42:13.047 25200-25200/com.addict.androidcamera E/org.opencv.core: core::dft_11() caught cv::Exception: OpenCV(3.4.1) /build/master_pack-android/opencv/modules/core/src/dxt.cpp:3335: error: (-215) type == (((5) & ((1 << 3) - 1)) + (((1)-1) << 3)) || type == (((5) & ((1 << 3) - 1)) + (((2)-1) << 3)) || type == (((6) & ((1 << 3) - 1)) + (((1)-1) << 3)) || type == (((6) & ((1 << 3) - 1)) + (((2)-1) << 3)) in function void cv::dft(cv::InputArray, cv::OutputArray, int, int)

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Comments

confusing error msg, -- but you need float input for dct(), like:

noiseimg.convertTo(noisemg, CvType.CV_32F); // maybe also scale by 1.0/255
Core.dft(noiseimg, noiseimg);
berak gravatar imageberak ( 2019-02-02 13:00:19 -0600 )edit

also, reconsider the usage of convertScaleAbs(), as it will convert anything to CV_8U, which might mean loss of accuracy in some places

berak gravatar imageberak ( 2019-02-02 13:03:10 -0600 )edit