2016-04-01 91 views
0

我試圖用我自己的圖像來訓練SVM,並將它傳遞給OpenCV中的HOGDescriptor。 該培訓看起來進行得很順利,但是當我嘗試使用setSVMDetector函數將模型提供給HOGDescriptor時,它失敗了。 規範培訓OpenCV 3.1.0聲明失敗checkDetectorSize在cv :: HOGDescriptor :: setSVMDetector

Mat trainingImages = new Mat(); 
    Mat trainingLables = new Mat(); 

    String personsPath = "C:\INRIAPerson\\INRIAPerson\\96X160H96\\Train\\pos"; 

    for (File file : new File(personsPath).listFiles()) { 
     if(file.isFile()){ 
      Mat img = Imgcodecs.imread(file.getPath()); 
      Mat newImg = new Mat(); 
      Imgproc.cvtColor(img, newImg, Imgproc.COLOR_BGR2GRAY); 
      newImg = newImg.reshape(1,1); 

      trainingImages.push_back(newImg); 
      trainingLables.push_back(Mat.ones(new Size(1,1), CvType.CV_32SC1)); 
     } 
    } 


    String nonPersonsPath = "C:\\NRIAPerson\\INRIAPerson\\train_64x128_H96\\neg"; 
    for (File file : new File(nonPersonsPath).listFiles()) { 
     if(file.isFile()){ 
      Mat img = Imgcodecs.imread(file.getPath()); 
      Mat newImg = new Mat(); 
      Imgproc.cvtColor(img, newImg, Imgproc.COLOR_BGR2GRAY); 

      Imgproc.resize(newImg, newImg, new Size(160 , 96)); 
      newImg = newImg.reshape(1,1); 

      trainingImages.push_back(newImg); 
      trainingLables.push_back(Mat.zeros(new Size(1,1), CvType.CV_32SC1)); 
     } 
    } 

    trainingImages.convertTo(trainingImages, CvType.CV_32FC1); 

    SVM trainer = SVM.create(); 
    trainer.setKernel(SVM.LINEAR); 
    trainer.train(trainingImages, Ml.ROW_SAMPLE, trainingLables); 

    HOGDescriptor hog = new HOGDescriptor(new Size(160, 96), new Size(8,8), new Size(4,4), new Size(4,4), 9); 
    Mat supportVector = trainer.getSupportVectors(); 
    hog.setSVMDetector(supportVector); 

錯誤消息

libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
libpng warning: iCCP: known incorrect sRGB profile 
OpenCV Error: Assertion failed (checkDetectorSize()) in cv::HOGDescriptor::setSVMDetector, file C:\builds\master_PackSlaveAddon-win64-vc12-static\opencv\modules\objdetect\src\hog.cpp, line 117 
Exception in thread "main" CvException [org.opencv.core.CvException: cv::Exception: C:\builds\master_PackSlaveAddon-win64-vc12-static\opencv\modules\objdetect\src\hog.cpp:117: error: (-215) checkDetectorSize() in function cv::HOGDescriptor::setSVMDetector 
] 
    at org.opencv.objdetect.HOGDescriptor.setSVMDetector_0(Native Method) 
    at org.opencv.objdetect.HOGDescriptor.setSVMDetector(HOGDescriptor.java:302) 
    at feature.extraction.App.main(App.java:86) 

我不知道,如果libpng的警告的有什麼關係呢。 這讓我瘋狂嗎有人有想法嗎?

回答

1

我想通了。我做了幾個事情錯

  1. 我訓練圖像和不features
  2. 我忘了添加-rho到supportvector

首先,我創建了一個2d float array。使用HOGDescriptor類中的compute函數將其填充圖像的特徵。用陣列訓練SVM。訓練後,我使用getDecisionFunction函數獲取rho並將其附加到supportvector