我试图实现KNN findNearest函数。我的程序应识别图片中的数字,但如果程序使用findNearest,我会收到错误。这是代码:
`private void searchingData() {
img_gray = new Mat();
img_blur = new Mat();
img_thres = new Mat();
Imgproc.cvtColor(img, img_gray, Imgproc.COLOR_BGR2GRAY);
Imgproc.GaussianBlur(img_gray, img_blur, new Size(5,5), 0);
//Imgproc.adaptiveThreshold(img_blur, img_thres, 255, Imgproc.ADAPTIVE_THRESH_MEAN_C, Imgproc.THRESH_BINARY, 7, 5);
Imgproc.Canny(img_blur, img_thres, 10, 100);
Imgproc.findContours(img_thres, contours, new Mat(), Imgproc.RETR_LIST,Imgproc.CHAIN_APPROX_SIMPLE);
for(int i=0; i< contours.size();i++){
Rect rect = Imgproc.boundingRect(contours.get(i));
if (rect.height < 50 && rect.height > 20){
System.out.println(rect.x +","+rect.y+","+rect.height+","+rect.width);
Mat subImg = new Mat();
Imgproc.resize(img.submat(rect), subImg, new Size(10,10));
//Found numbers then try to recognize it
recognize(subImg);
}
}
}
public void learn() { //get the training data and train the KNN
Mat sample, training_img = new Mat(), res = new Mat();
for (int i = 1; i < 10; i++) {
String path = String.format(".../Documents/numbers/%03d.png", i);
sample = Imgcodecs.imread(path, Imgcodecs.CV_LOAD_IMAGE_GRAYSCALE);
Mat m = new Mat(new Size(1,1), CvType.CV_32FC1);
m.setTo(new Scalar(i));
res.push_back(m);
training_img.push_back(prepareImg(sample));
}
model = KNearest.create();
model.train(training_img, Ml.ROW_SAMPLE, res);
}
private Mat prepareImg(Mat img) { //change image in the right format
Mat sample = new Mat(), sized = new Mat();
Imgproc.resize(img, sized, new Size(10,10));
sized.reshape(1,1).convertTo(sample, CvType.CV_32FC1);
return sample;
}
public void recognize(Mat getImg) {
Mat results = new Mat();
Mat dists = new Mat();
float result = model.findNearest(prepareImg(getImg), 2, results, new Mat(), dists);
//result should be the number in getImg
System.out.println(result);
}`
OpenCV错误:断言失败(test_samples.type()== CV_32F&amp;&amp; test_samples.cols == samples.cols)in cv :: ml :: BruteForceImpl :: findNearest,file C:\建立\ master_PackSlaveAddon-Win64的-VC12静电\的OpenCV \模块\毫升\ SRC \ knearest.cpp, 第325行线程“main”CvException中的异常 [org.opencv.core.CvException:cv :: Exception: C:\建立\ master_PackSlaveAddon-Win64的-VC12静电\的OpenCV \模块\毫升\ SRC \ knearest.cpp:325: 错误:( - 1515)test_samples.type()== CV_32F&amp;&amp; test_samples.cols == 函数cv :: ml :: BruteForceImpl :: findNearest]中的samples.cols
非常感谢!