Smile detection error using opencv-java
Hello friends,
I am working on a project where I have to detect smiles using opencv, unfortunately the project is in java for which finding some advanced stuff has proved considerably difficult. When I am using haarcascade_smile as facecascade1 in below code, I get around 30-40 smiles. I have no idea what is the problem, I saw the exact same way a guy did, and its working for him. Kindly let me know. Thank you.
Code :
public Mat detect(Mat inputframe) {
Mat mRgba = new Mat();
Mat mGrey = new Mat();
MatOfRect faces = new MatOfRect();
inputframe.copyTo(mRgba);
inputframe.copyTo(mGrey);
Imgproc.cvtColor(mRgba, mGrey, Imgproc.COLOR_BGR2GRAY);
Imgproc.equalizeHist(mGrey, mGrey);
face_cascade.detectMultiScale(mGrey, faces);
System.out.println(String.format("Detected %s face",
faces.toArray().length));
MatOfRect smileDetections = new MatOfRect();
face_cascade1.detectMultiScale(mGrey,smileDetections);
System.out.println(String.format("Detected %s smiles",smileDetections.toArray().length));
for (Rect rect : faces.toArray()) {
Point center = new Point(rect.x + rect.width * 0.5, rect.y
+ rect.height * 0.5);
Core.ellipse(mRgba, center, new Size(rect.width * 0.5,
rect.height * 0.5), 0, 0, 360, new Scalar(255, 0, 255), 4,
8, 0);
}
return mRgba;
}
you should apply the smile detection to the ROIs from the previous face-detection, not the whole image