中值模糊
均值模糊与高斯模糊都属于线性滤波,除此之外还包括基于统计排序的滤波器,如本节的中值模糊,可用于特定环境下的图像降噪。所谓中值指的是kernal对像素值进行中值排序而得。在OpenCV中,中值模糊依赖于median() 函数而实现。该函数声明如下:
medianBlur(src, dst, ksize)
各参数解释如下:
-
src
表示此操作的源(输入图像)的Mat对象。 -
dst
表示此操作的目标(输出图像)的Mat对象。 -
ksize
表示内核大小的Size对象,注意该参数大小必须为奇数且须大于1。
中值模糊对椒盐噪声有很好的降噪作用。
Java代码(JavaFX Controller层)
public class Controller{
@FXML private Text fxText;
@FXML private ImageView imageView;
@FXML public void handleButtonEvent(ActionEvent actionEvent) throws IOException {
Node source = (Node) actionEvent.getSource();
Window theStage = source.getScene().getWindow();
FileChooser fileChooser = new FileChooser();
FileChooser.ExtensionFilter extFilter = new FileChooser.ExtensionFilter("PNG files (*.png)", "*.png");
fileChooser.getExtensionFilters().add(extFilter);
fileChooser.getExtensionFilters().add(new FileChooser.ExtensionFilter("JPG Files(*.jpg)", "*.jpg"));
File file = fileChooser.showOpenDialog(theStage);
runInSubThread(file.getPath());
}
private void runInSubThread(String filePath){
new Thread(new Runnable() {
@Override
public void run() {
try {
WritableImage writableImage = blurOfMedian(filePath);
Platform.runLater(new Runnable() {
@Override
public void run() {
imageView.setImage(writableImage);
}
});
} catch (IOException e) {
e.printStackTrace();
}
}
}).start();
}
private WritableImage blurOfMedian(String filePath) throws IOException {
System.loadLibrary(Core.NATIVE_LIBRARY_NAME);
Mat src = Imgcodecs.imread(filePath);
Mat dst = new Mat();
Imgproc.medianBlur(src, dst, 5);
MatOfByte matOfByte = new MatOfByte();
Imgcodecs.imencode(".jpg", dst, matOfByte);
byte[] bytes = matOfByte.toArray();
InputStream in = new ByteArrayInputStream(bytes);
BufferedImage bufImage = ImageIO.read(in);
WritableImage writableImage = SwingFXUtils.toFXImage(bufImage, null);
return writableImage;
}
}
运行图