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preprocessFace.h
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preprocessFace.h
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/*****************************************************************************
* Face Recognition using Eigenfaces or Fisherfaces
******************************************************************************
* by Shervin Emami, 5th Dec 2012
* http://www.shervinemami.info/openCV.html
******************************************************************************
* Ch8 of the book "Mastering OpenCV with Practical Computer Vision Projects"
* Copyright Packt Publishing 2012.
* http://www.packtpub.com/cool-projects-with-opencv/book
*****************************************************************************/
//////////////////////////////////////////////////////////////////////////////////////
// preprocessFace.h, by Shervin Emami (www.shervinemami.info) on 30th May 2012.
// Easily preprocess face images, for face recognition.
//////////////////////////////////////////////////////////////////////////////////////
#pragma once
#include <stdio.h>
#include <iostream>
#include <vector>
// Include OpenCV's C++ Interface
#include "opencv2/opencv.hpp"
using namespace cv;
using namespace std;
/*
// Remove the outer border of the face, so it doesn't include the background & hair.
// Keeps the center of the rectangle at the same place, rather than just dividing all values by 'scale'.
Rect scaleRectFromCenter(const Rect wholeFaceRect, float scale = 0.7f);
*/
// Search for both eyes within the given face image. Returns the eye centers in 'leftEye' and 'rightEye',
// or sets them to (-1,-1) if each eye was not found. Note that you can pass a 2nd eyeCascade if you
// want to search eyes using 2 different cascades. For example, you could use a regular eye detector
// as well as an eyeglasses detector, or a left eye detector as well as a right eye detector.
// Or if you don't want a 2nd eye detection, just pass an uninitialized CascadeClassifier.
// Can also store the searched left & right eye regions if desired.
void detectBothEyes(const Mat &face, CascadeClassifier &eyeCascade1, CascadeClassifier &eyeCascade2, Point &leftEye, Point &rightEye, Rect *searchedLeftEye = NULL, Rect *searchedRightEye = NULL);
// Histogram Equalizae seperately for the left and right sides of the face,
// so that if there is a strong light on one side but not the other, it will still look OK.
void equalizeLeftAndRightHalves(Mat &faceImg);
// Create a grayscale face image that has a standard size and contrast & brightness.
// "srcImg" should be a copy of the whole color camera frame, so that it can draw the eye positions onto.
// If 'doLeftAndRightSeparately' is true, it will process left & right sides seperately,
// so that if there is a strong light on one side but not the other, it will still look OK.
// Performs Face Preprocessing as a combination of:
// - geometrical scaling, rotation and translation using Eye Detection,
// - smoothing away image noise using a Bilateral Filter,
// - standardize the brightness on both left and right sides of the face independently using separated Histogram Equalization,
// - removal of background and hair using an Elliptical Mask.
// Returns either a preprocessed face square image or NULL (ie: couldn't detect the face and 2 eyes).
// If a face is found, it can store the rect coordinates into 'storeFaceRect' and 'storeLeftEye' & 'storeRightEye' if given,
// and eye search regions into 'searchedLeftEye' & 'searchedRightEye' if given.
Mat getPreprocessedFace(Mat &srcImg, int desiredFaceWidth, CascadeClassifier &faceCascade, CascadeClassifier &eyeCascade1, CascadeClassifier &eyeCascade2, bool doLeftAndRightSeparately, Rect *storeFaceRect = NULL, Point *storeLeftEye = NULL, Point *storeRightEye = NULL, Rect *searchedLeftEye = NULL, Rect *searchedRightEye = NULL);