ct8.cpp
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#include <QMap>
#include <QVariant>
#include <opencv2/core/core.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <frsdk/config.h>
#include <frsdk/cptr.h>
#include <frsdk/enroll.h>
#include <frsdk/face.h>
#include <frsdk/image.h>
#include <frsdk/match.h>
#include <exception>
#include <string>
#include <vector>
#include <openbr_plugin.h>
#include "core/resource.h"
using namespace cv;
using namespace br;
#define CT8_CONFIG_PROP "ct8ConfigFile"
namespace FRsdk {
// Construct a FaceVACS sdk ImageBody from an opencv Mat
struct OpenCVImageBody : public ImageBody
{
OpenCVImageBody(const Mat &m, const std::string& _name = "")
: w(m.cols), h(m.rows), b(0), rgb(0), n(_name)
{
// The ImageBody only needs to construct a grayscale or rgb
// representation (whichever is indicated by isColor()), not both.
if (m.channels() == 1) {
is_color = false;
buildByteRepresentation(m);
}
else {
buildRgbRepresentation(m);
is_color = true;
}
}
~OpenCVImageBody()
{
delete[] rgb;
delete[] b;
}
bool isColor() const { return is_color; }
unsigned int height() const { return h; }
unsigned int width() const { return w; }
const Byte* grayScaleRepresentation() const { return b; }
const Rgb* colorRepresentation() const { return rgb; }
std::string name() const { return n;}
void buildRgbRepresentation(const Mat &m)
{
// layout required by FRsdk::Images: [Blue Green Red NotUsed]; no padding
rgb = new Rgb[w * h * sizeof(Rgb)];
std::vector<Mat> mv;
split(m, mv);
for (unsigned int i = 0; i < h; i++) {
for (unsigned int k = 0; k < w; k++) {
rgb[i*w+k].b = mv[0 % mv.size()].at<uchar>(i, k);
rgb[i*w+k].g = mv[1 % mv.size()].at<uchar>(i, k);
rgb[i*w+k].r = mv[2 % mv.size()].at<uchar>(i, k);
rgb[i*w+k].a = 0;
}
}
}
void buildByteRepresentation(const Mat & m)
{
b = new Byte[w*h];
Byte* grayp = b;
for( unsigned int i = 0; i < h; i++ ) {
for( unsigned int k = 0; k < w; k++ ) {
*grayp = (Byte) m.at<uchar>(i,k);
grayp++;
}
}
}
private:
bool is_color;
unsigned int w;
unsigned int h;
Byte* b;
Rgb* rgb;
std::string n;
};
// Enrollment::FeedbackBody subclasses are used as a set of callbacks
// during facevacs enrollment. This class keeps track of whether or not
// enrollment has failed (checkable via firValid()), and the extracted fir
// (getFir)
struct EnrolOpenCVFeedback : public Enrollment::FeedbackBody
{
EnrolOpenCVFeedback(Mat *_m)
: m(_m), firvalid(false)
{}
EnrolOpenCVFeedback() {}
void start() { firvalid = false; }
void processingImage(const FRsdk::Image& img) { (void) img; }
void eyesFound( const FRsdk::Eyes::Location& eyeLoc) { (void) eyeLoc; }
void eyesNotFound() { firvalid = false;}
void sampleQualityTooLow() {}
void sampleQuality(const float& f) { (void) f; }
void success(const FRsdk::FIR& _fir)
{
fir = new FRsdk::FIR(_fir);
m->create(1, fir->size(), CV_8UC1);
fir->serialize((Byte*)m->data);
firvalid = true;
}
void failure() { firvalid = false; }
void end() {}
const FRsdk::FIR& getFir() const
{
if (!firvalid) qFatal("FRsdk::EnrolOpenCVFeedback::getFIR no FIR.");
return *fir;
}
bool firValid() const { return firvalid; }
private:
FRsdk::CountedPtr<FRsdk::FIR> fir;
Mat *m;
bool firvalid;
};
}
/*!
* \ingroup initializers
* \brief Initialize ct8 plugin
* \author Josh Klontz \cite jklontz
* \author Charles Otto \cite caotto
*/
struct CT8Initialize : public Initializer
{
static FRsdk::Configuration* CT8Configuration;
public:
// ct8 plugin initialization, load a FRsdk config file, and register
// the shortcut for using FaceVACS feature extraction/comparison
void initialize() const
{
try {
QString store_string = QString((CT8_DIR + std::string("/etc/frsdk.cfg")).c_str());
Globals->setProperty(CT8_CONFIG_PROP, store_string);
CT8Configuration = NULL;
Globals->abbreviations.insert("CT8","Open+CT8Detect!CT8Enroll:CT8Compare");
} catch (std::exception &e) {
qWarning("CT8Initialize Exception: %s", e.what());
CT8Configuration = NULL;
}
}
static FRsdk::Configuration * getCT8Configuration()
{
if (!CT8Configuration) {
QVariant recovered_variant= Globals->property(CT8_CONFIG_PROP);
QString recovered_string = recovered_variant.toString();
try {
CT8Configuration = new FRsdk::Configuration(qPrintable(recovered_string));
} catch (std::exception &e) {
qFatal("CT8Initialize Exception: %s", e.what());
}
}
return CT8Configuration;
}
void finalize() const
{
delete CT8Configuration;
CT8Configuration = NULL;
}
};
FRsdk::Configuration* CT8Initialize::CT8Configuration = NULL;
BR_REGISTER(Initializer, CT8Initialize)
// Adaptor class adding a default constructor to FRsdk::Enrollment::Processor
// so that it can be used with Resource
class CT8EnrollmentProcessor : public FRsdk::Enrollment::Processor
{
public:
CT8EnrollmentProcessor() : FRsdk::Enrollment::Processor(*CT8Initialize::getCT8Configuration())
{
//
}
};
typedef Resource<CT8EnrollmentProcessor> CT8EnrollmentProcessorResource;
/*!
* \brief CT8 context
* \author Josh Klontz \cite jklontz
* \author Charles Otto \cite caotto
*/
struct CT8Context
{
CT8Context()
{
try {
faceFinder = new FRsdk::Face::Finder(*CT8Initialize::getCT8Configuration());
eyesFinder = new FRsdk::Eyes::Finder(*CT8Initialize::getCT8Configuration());
firBuilder = new FRsdk::FIRBuilder(*CT8Initialize::getCT8Configuration());
facialMatchingEngine = new FRsdk::FacialMatchingEngine(*CT8Initialize::getCT8Configuration());
} catch (std::exception &e) {
qFatal("CT8Context Exception: %s", e.what());
}
}
virtual ~CT8Context()
{
delete faceFinder;
delete eyesFinder;
delete firBuilder;
delete facialMatchingEngine;
}
// Enroll an FRsdk::Sample (can be various types, generally an image that
// maybe has some extra data like detected eye locations).
bool enroll(const FRsdk::Sample &sample, Mat *m) const
{
try {
FRsdk::SampleSet sampleSet;
sampleSet.push_back(sample);
FRsdk::EnrolOpenCVFeedback * feedback_body = new FRsdk::EnrolOpenCVFeedback(m);
FRsdk::CountedPtr<FRsdk::Enrollment::FeedbackBody> feedback_ptr(feedback_body);
FRsdk::Enrollment::Feedback enrollmentFeedback(feedback_ptr);
CT8EnrollmentProcessor * enrollmentProcessor = enrollmentProcessors.acquire();
enrollmentProcessor->process(sampleSet.begin(), sampleSet.end(), enrollmentFeedback);
enrollmentProcessors.release(enrollmentProcessor);
if (!feedback_body->firValid()) return false;
} catch (std::exception &e) {
qFatal("CT8Context Exception: %s", e.what());
return false;
}
return true;
}
// Input: an image, and pre-detected eye locations, returns false if enrollment fails
bool enroll(const FRsdk::Image &img, const FRsdk::Eyes::Location &eyes, Mat *m) const
{
try {
FRsdk::Sample sample(FRsdk::AnnotatedImage(img, eyes));
return enroll(sample, m);
} catch (std::exception &e) {
qFatal("CT8Context Exception: %s", e.what());
return false;
}
return true;
}
// Input: an image, no eye locations (facevacs will do detection with
// default parameters. Returns false if enrollment fails
bool enroll(const FRsdk::Image &img, Mat *m) const
{
try {
FRsdk::Sample sample(img);
return enroll(sample, m);
} catch (std::exception &e) {
qFatal("CT8Context Exception: %s", e.what());
return false;
}
return true;
}
static FRsdk::Position toPosition(const QPointF &point)
{
return FRsdk::Position(point.x(), point.y());
}
protected:
FRsdk::Face::Finder *faceFinder;
FRsdk::Eyes::Finder *eyesFinder;
CT8EnrollmentProcessorResource enrollmentProcessors;
FRsdk::FIRBuilder *firBuilder;
FRsdk::FacialMatchingEngine *facialMatchingEngine;
};
/*!
* \ingroup transforms
* \brief Perform face and eye detection with the FaceVACS SDK.
* \author Josh Klontz \cite jklontz
* \author Charles Otto \cite caotto
*/
struct CT8Detect : public UntrainableTransform
, public CT8Context
{
public:
Q_OBJECT
Q_PROPERTY(float minRelEyeDistance READ get_minRelEyeDistance WRITE set_minRelEyeDistance RESET reset_minRelEyeDistance STORED false)
Q_PROPERTY(float maxRelEyeDistance READ get_maxRelEyeDistance WRITE set_maxRelEyeDistance RESET reset_maxRelEyeDistance STORED false)
// Perform face, then eye detection using the facevacs SDK
void project(const Template &src, Template &dst) const
{
try {
// Build an FRsdk image from the input openCV mat
FRsdk::CountedPtr<FRsdk::ImageBody> i(new FRsdk::OpenCVImageBody(src));
FRsdk::Image img(i);
FRsdk::Face::LocationSet faceLocations = faceFinder->find(img, minRelEyeDistance, maxRelEyeDistance);
// If the face finder doesn't find anything mark the output as a failure
if (faceLocations.empty() ) {
dst.file.setBool("FTE");
return;
}
QList<QRectF> ROIs;
QList<QPointF> landmarks;
FRsdk::Face::LocationSet::const_iterator faceLocationSetIterator = faceLocations.begin();
bool any_eyes = false;
// Attempt to detect eyes in any face ROIs that were detected
while (faceLocationSetIterator != faceLocations.end()) {
FRsdk::Face::Location faceLocation = *faceLocationSetIterator; faceLocationSetIterator++;
FRsdk::Eyes::LocationSet currentEyesLocations = eyesFinder->find(img, faceLocation);
if (currentEyesLocations.size() > 0) {
any_eyes = true;
ROIs.append(QRectF(faceLocation.pos.x(), faceLocation.pos.y(), faceLocation.width, faceLocation.width));
landmarks.append(QPointF(currentEyesLocations.front().first.x(), currentEyesLocations.front().first.y()));
landmarks.append(QPointF(currentEyesLocations.front().second.x(), currentEyesLocations.front().second.y()));
dst += src;
}
if (any_eyes && !Globals->enrollAll && !dst.isEmpty()) break;
}
// If eye detection failed, mark the output as a failure
if (!any_eyes) {
dst.file.setBool("FTE");
return;
}
dst.file.setROIs(ROIs);
dst.file.setLandmarks(landmarks);
} catch (std::exception &e) {
qFatal("CT8Enroll Exception: %s", e.what());
}
if (!Globals->enrollAll && dst.isEmpty()) dst += Mat();
}
private:
BR_PROPERTY(float, minRelEyeDistance, 0.01f)
BR_PROPERTY(float, maxRelEyeDistance, 0.4f)
};
BR_REGISTER(Transform, CT8Detect)
/*!
* \ingroup transforms
* \brief Enroll face images using the FaceVACS SDK
* \author Josh Klontz \cite jklontz
* \author Charles Otto \cite caotto
*/
struct CT8Enroll : public UntrainableTransform
, public CT8Context
{
Q_OBJECT
// enroll an image using the facevacs sdk. Generates a facevacs "fir" which
// is their face representation.
void project(const Template &src, Template &dst) const
{
try {
FRsdk::CountedPtr<FRsdk::ImageBody> i(new FRsdk::OpenCVImageBody(src));
FRsdk::Image img(i);
// If we already have eye locations, use them
QList<QPointF> landmarks = src.file.landmarks();
bool enroll_succeeded = false;
if (landmarks.size() == 2) {
enroll_succeeded = enroll(img, FRsdk::Eyes::Location(toPosition(landmarks[0]), toPosition(landmarks[1])), &(dst.m()));
// Transfer previously detectd eye and face locations to the output dst.
dst.file.insert("CT8_First_Eye_X", landmarks[0].x());
dst.file.insert("CT8_First_Eye_Y", landmarks[0].y());
dst.file.insert("CT8_Second_Eye_X", landmarks[1].x());
dst.file.insert("CT8_Second_Eye_Y", landmarks[1].y());
QList<QRectF> ROIs = src.file.ROIs();
if (ROIs.size() == 1) {
dst.file.insert("CT8_Face_X", ROIs.first().x());
dst.file.insert("CT8_Face_Y", ROIs.first().y());
dst.file.insert("CT8_Face_Width", ROIs.first().width());
dst.file.insert("CT8_Face_Height", ROIs.first().height());
}
} else {
// If we don't have eye locations already, calling enroll here
// will cause facevacs to perform detection using default
// parameters (and we will not receive the detected locations
// as output).
enroll_succeeded = enroll(img, &(dst.m()));
}
// If enrollment failed, mark this image as a failure. This will
// typically only happen if we aren't using pre-detected eye
// locations
if (!enroll_succeeded)
{
dst.file.setBool("FTE");
return;
}
} catch (std::exception &e) {
qFatal("CT8Enroll Exception: %s", e.what());
}
}
};
BR_REGISTER(Transform, CT8Enroll)
/*!
* \ingroup distances
* \brief Compare FaceVACS templates
* \author Josh Klontz \cite jklontz
* \author Charles Otto \cite caotto
*/
struct CT8Compare : public Distance,
public CT8Context
{
Q_OBJECT
// Compare pre-extracted facevacs templates
float compare(const Template &srcA, const Template &srcB) const
{
float score = -std::numeric_limits<float>::max();
if (!srcA.m().data || !srcB.m().data) return score;
try {
FRsdk::FIR firA = firBuilder->build( (FRsdk::Byte *) srcA.m().data, srcA.m().cols);
FRsdk::FIR firB = firBuilder->build( (FRsdk::Byte *) srcB.m().data, srcB.m().cols);
score = (float)facialMatchingEngine->compare(firA, firB);
} catch (std::exception &e) {
qFatal("CT8Compare Exception: %s", e.what());
}
return score;
}
};
BR_REGISTER(Distance, CT8Compare)
#include "plugins/ct8.moc"