opencvutils.cpp
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/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *
* Copyright 2012 The MITRE Corporation *
* *
* Licensed under the Apache License, Version 2.0 (the "License"); *
* you may not use this file except in compliance with the License. *
* You may obtain a copy of the License at *
* *
* http://www.apache.org/licenses/LICENSE-2.0 *
* *
* Unless required by applicable law or agreed to in writing, software *
* distributed under the License is distributed on an "AS IS" BASIS, *
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. *
* See the License for the specific language governing permissions and *
* limitations under the License. *
* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/highgui/highgui_c.h>
#include <opencv2/imgproc/imgproc.hpp>
#include <opencv2/imgproc/imgproc_c.h>
#include <openbr/openbr_plugin.h>
#include "opencvutils.h"
#include "qtutils.h"
#include <QTemporaryFile>
using namespace cv;
using namespace std;
int OpenCVUtils::getFourcc()
{
int fourcc = CV_FOURCC('x','2','6','4');
QVariant recovered_variant = br::Globals->property("fourcc");
if (!recovered_variant.isNull()) {
QString recovered_string = recovered_variant.toString();
if (recovered_string.length() == 4) {
fourcc = CV_FOURCC(recovered_string[0].toLatin1(),
recovered_string[1].toLatin1(),
recovered_string[2].toLatin1(),
recovered_string[3].toLatin1());
}
else if (recovered_string.compare("-1")) fourcc = -1;
}
return fourcc;
}
void OpenCVUtils::saveImage(const Mat &src, const QString &file)
{
if (file.isEmpty()) return;
if (!src.data) {
qWarning("OpenCVUtils::saveImage null image.");
return;
}
QtUtils::touchDir(QFileInfo(file).dir());
Mat draw;
cvtUChar(src, draw);
bool success = imwrite(file.toStdString(), draw); if (!success) qFatal("Failed to save %s", qPrintable(file));
}
void OpenCVUtils::showImage(const Mat &src, const QString &window, bool waitKey)
{
if (!src.data) {
qWarning("OpenCVUtils::showImage null image.");
return;
}
Mat draw;
cvtUChar(src, draw);
imshow(window.toStdString(), draw);
cv::waitKey(waitKey ? -1 : 1);
}
void OpenCVUtils::cvtGray(const Mat &src, Mat &dst)
{
if (src.channels() == 3) cvtColor(src, dst, CV_BGR2GRAY);
else if (src.channels() == 1) dst = src;
else qFatal("Invalid channel count");
}
void OpenCVUtils::cvtUChar(const Mat &src, Mat &dst)
{
if (src.depth() == CV_8U) {
dst = src;
return;
}
double globalMin = std::numeric_limits<double>::max();
double globalMax = -std::numeric_limits<double>::max();
vector<Mat> mv;
split(src, mv);
for (size_t i=0; i<mv.size(); i++) {
double min, max;
minMaxLoc(mv[i], &min, &max);
globalMin = std::min(globalMin, min);
globalMax = std::max(globalMax, max);
}
assert(globalMax >= globalMin);
double range = globalMax - globalMin;
if (range != 0) {
double scale = 255 / range;
convertScaleAbs(src, dst, scale, -(globalMin * scale));
} else {
// Monochromatic
dst = Mat(src.size(), CV_8UC1, Scalar((globalMin+globalMax)/2));
}
}
Mat OpenCVUtils::toMat(const QList<float> &src, int rows)
{
if (rows == -1) rows = src.size();
int columns = src.isEmpty() ? 0 : src.size() / rows;
if (rows*columns != src.size()) qFatal("Invalid matrix size.");
Mat dst(rows, columns, CV_32FC1);
for (int i=0; i<src.size(); i++)
dst.at<float>(i/columns,i%columns) = src[i];
return dst;
}
Mat OpenCVUtils::pointsToMatrix(const QList<QPointF> &qPoints)
{
QList<float> points;
foreach(const QPointF &point, qPoints) {
points.append(point.x());
points.append(point.y());
}
return toMat(points);
}
Mat OpenCVUtils::toMat(const QList<QList<float> > &srcs, int rows)
{
QList<float> flat;
foreach (const QList<float> &src, srcs)
flat.append(src);
return toMat(flat, rows);
}
Mat OpenCVUtils::toMat(const QList<int> &src, int rows)
{
if (rows == -1) rows = src.size();
int columns = src.isEmpty() ? 0 : src.size() / rows;
if (rows*columns != src.size()) qFatal("Invalid matrix size.");
Mat dst(rows, columns, CV_32FC1);
for (int i=0; i<src.size(); i++)
dst.at<float>(i/columns,i%columns) = src[i];
return dst;
}
Mat OpenCVUtils::toMat(const QList<Mat> &src)
{
if (src.isEmpty()) return Mat();
int rows = src.size();
size_t total = src.first().total();
int type = src.first().type();
Mat dst(rows, total, type);
for (int i=0; i<rows; i++) {
const Mat &m = src[i];
if ((m.total() != total) || (m.type() != type) || !m.isContinuous())
qFatal("Invalid matrix.");
memcpy(dst.ptr(i), m.ptr(), total * src.first().elemSize());
}
return dst;
}
Mat OpenCVUtils::toMatByRow(const QList<Mat> &src)
{
if (src.isEmpty()) return Mat();
int rows = 0; foreach (const Mat &m, src) rows += m.rows;
int cols = src.first().cols;
if (cols == 0) qFatal("Columnless matrix!");
int type = src.first().type();
Mat dst(rows, cols, type);
int row = 0;
foreach (const Mat &m, src) {
if ((m.cols != cols) || (m.type() != type) || (!m.isContinuous()))
qFatal("Invalid matrix.");
memcpy(dst.ptr(row), m.ptr(), m.rows*m.cols*m.elemSize());
row += m.rows;
}
return dst;
}
QString OpenCVUtils::depthToString(const Mat &m)
{
switch (m.depth()) {
case CV_8U: return "8U";
case CV_8S: return "8S";
case CV_16U: return "16U";
case CV_16S: return "16S";
case CV_32S: return "32S";
case CV_32F: return "32F";
case CV_64F: return "64F";
default: qFatal("Unknown matrix depth!");
}
return "?";
}
QString OpenCVUtils::typeToString(const cv::Mat &m)
{
return depthToString(m) + "C" + QString::number(m.channels());
}
QString OpenCVUtils::elemToString(const Mat &m, int r, int c)
{
assert(m.channels() == 1);
switch (m.depth()) {
case CV_8U: return QString::number(m.at<quint8>(r,c));
case CV_8S: return QString::number(m.at<qint8>(r,c));
case CV_16U: return QString::number(m.at<quint16>(r,c));
case CV_16S: return QString::number(m.at<qint16>(r,c));
case CV_32S: return QString::number(m.at<qint32>(r,c));
case CV_32F: return QString::number(m.at<float>(r,c));
case CV_64F: return QString::number(m.at<double>(r,c));
default: qFatal("Unknown matrix depth");
}
return "?";
}
QString OpenCVUtils::matrixToString(const Mat &m)
{
QString result;
vector<Mat> mv;
split(m, mv);
if (m.rows > 1) result += "{ ";
for (int r=0; r<m.rows; r++) {
if ((m.rows > 1) && (r > 0)) result += " ";
if (m.cols > 1) result += "[";
for (int c=0; c<m.cols; c++) {
if (mv.size() > 1) result += "(";
for (unsigned int i=0; i<mv.size()-1; i++)
result += OpenCVUtils::elemToString(mv[i], r, c) + ", ";
result += OpenCVUtils::elemToString(mv[mv.size()-1], r, c);
if (mv.size() > 1) result += ")";
if (c < m.cols - 1) result += ", ";
}
if (m.cols > 1) result += "]";
if (r < m.rows-1) result += "\n";
}
if (m.rows > 1) result += " }";
return result;
}
QStringList OpenCVUtils::matrixToStringList(const Mat &m)
{
QStringList results;
vector<Mat> mv;
split(m, mv);
foreach (const Mat &mc, mv)
for (int i=0; i<mc.rows; i++)
for (int j=0; j<mc.cols; j++)
results.append(elemToString(mc, i, j));
return results;
}
void OpenCVUtils::storeModel(const CvStatModel &model, QDataStream &stream)
{
// Create local file
QTemporaryFile tempFile;
tempFile.open();
tempFile.close();
// Save MLP to local file
model.save(qPrintable(tempFile.fileName()));
// Copy local file contents to stream
tempFile.open();
QByteArray data = tempFile.readAll();
tempFile.close();
stream << data;
}
void OpenCVUtils::storeModel(const cv::Algorithm &model, QDataStream &stream)
{
// Create local file
QTemporaryFile tempFile;
tempFile.open();
tempFile.close();
// Save MLP to local file
cv::FileStorage fs(tempFile.fileName().toStdString(), cv::FileStorage::WRITE);
model.write(fs);
fs.release();
// Copy local file contents to stream
tempFile.open();
QByteArray data = tempFile.readAll();
tempFile.close();
stream << data;
}
void OpenCVUtils::loadModel(CvStatModel &model, QDataStream &stream)
{
// Copy local file contents from stream
QByteArray data;
stream >> data;
// Create local file
QTemporaryFile tempFile(QDir::tempPath()+"/model");
tempFile.open();
tempFile.write(data);
tempFile.close();
// Load MLP from local file
model.load(qPrintable(tempFile.fileName()));
}
void OpenCVUtils::loadModel(cv::Algorithm &model, QDataStream &stream)
{
// Copy local file contents from stream
QByteArray data;
stream >> data;
// Create local file
QTemporaryFile tempFile(QDir::tempPath()+"/model");
tempFile.open();
tempFile.write(data);
tempFile.close();
// Load MLP from local file
cv::FileStorage fs(tempFile.fileName().toStdString(), cv::FileStorage::READ);
model.read(fs[""]);
}
Point2f OpenCVUtils::toPoint(const QPointF &qPoint)
{
return Point2f(qPoint.x(), qPoint.y());
}
QPointF OpenCVUtils::fromPoint(const Point2f &cvPoint)
{
return QPointF(cvPoint.x, cvPoint.y);
}
QList<Point2f> OpenCVUtils::toPoints(const QList<QPointF> &qPoints)
{
QList<Point2f> cvPoints; cvPoints.reserve(qPoints.size());
foreach (const QPointF &qPoint, qPoints)
cvPoints.append(toPoint(qPoint));
return cvPoints;
}
QList<QPointF> OpenCVUtils::fromPoints(const QList<Point2f> &cvPoints)
{
QList<QPointF> qPoints; qPoints.reserve(cvPoints.size());
foreach (const Point2f &cvPoint, cvPoints)
qPoints.append(fromPoint(cvPoint));
return qPoints;
}
Rect OpenCVUtils::toRect(const QRectF &qRect)
{
return Rect(qRect.x(), qRect.y(), qRect.width(), qRect.height());
}
QRectF OpenCVUtils::fromRect(const Rect &cvRect)
{
return QRectF(cvRect.x, cvRect.y, cvRect.width, cvRect.height);
}
QList<Rect> OpenCVUtils::toRects(const QList<QRectF> &qRects)
{
QList<Rect> cvRects; cvRects.reserve(qRects.size());
foreach (const QRectF &qRect, qRects)
cvRects.append(toRect(qRect));
return cvRects;
}
QList<QRectF> OpenCVUtils::fromRects(const QList<Rect> &cvRects)
{
QList<QRectF> qRects; qRects.reserve(cvRects.size());
foreach (const Rect &cvRect, cvRects)
qRects.append(fromRect(cvRect));
return qRects;
}
float OpenCVUtils::overlap(const Rect &rect1, const Rect &rect2) {
float left = max(rect1.x, rect2.x);
float top = max(rect1.y, rect2.y);
float right = min(rect1.x + rect1.width, rect2.x + rect2.width);
float bottom = min(rect1.y + rect1.height, rect2.y + rect2.height);
float overlap = (right - left + 1) * (top - bottom + 1) / max(rect1.width * rect1.height, rect2.width * rect2.height);
if (overlap < 0)
return 0;
return overlap;
}
float OpenCVUtils::overlap(const QRectF &rect1, const QRectF &rect2) {
float left = max(rect1.x(), rect2.x());
float top = max(rect1.y(), rect2.y());
float right = min(rect1.x() + rect1.width(), rect2.x() + rect2.width());
float bottom = min(rect1.y() + rect1.height(), rect2.y() + rect2.height());
float overlap = (right - left + 1) * (top - bottom + 1) / max(rect1.width() * rect1.height(), rect2.width() * rect2.height());
if (overlap < 0)
return 0;
return overlap;
}
bool OpenCVUtils::overlaps(const QList<Rect> &posRects, const Rect &negRect, double overlap)
{
foreach (const Rect &posRect, posRects) {
Rect intersect = negRect & posRect;
if (intersect.area() > overlap*posRect.area())
return true;
}
return false;
}
// class for grouping object candidates, detected by Cascade Classifier, HOG etc.
// instance of the class is to be passed to cv::partition (see cxoperations.hpp)
class SimilarRects
{
public:
SimilarRects(double _eps) : eps(_eps) {}
inline bool operator()(const Rect& r1, const Rect& r2) const
{
double delta = eps*(std::min(r1.width, r2.width) + std::min(r1.height, r2.height))*0.5;
return std::abs(r1.x - r2.x) <= delta &&
std::abs(r1.y - r2.y) <= delta &&
std::abs(r1.x + r1.width - r2.x - r2.width) <= delta &&
std::abs(r1.y + r1.height - r2.y - r2.height) <= delta;
}
double eps;
};
// TODO: Make sure case where no confidences are inputted works.
void OpenCVUtils::group(QList<Rect> &rects, QList<float> &confidences, float confidenceThreshold, int minNeighbors, float epsilon, bool useMax, QList<int> *maxIndices)
{
if (rects.isEmpty())
return;
vector<int> labels;
int nClasses = cv::partition(rects.toVector().toStdVector(), labels, SimilarRects(epsilon));
// Rect for each class (class meaning identity assigned by partition)
vector<Rect> rrects(nClasses);
// Total number of rects in each class
vector<int> neighbors(nClasses, -1);
vector<float> classConfidence(nClasses, useMax ? -std::numeric_limits<float>::max() : 0);
vector<int> classMax(nClasses, 0);
for (size_t i = 0; i < labels.size(); i++)
{
int cls = labels[i];
if (useMax) {
if (confidences[i] > classConfidence[cls]) {
classConfidence[cls] = confidences[i];
classMax[cls] = i;
rrects[cls].x = rects[i].x;
rrects[cls].y = rects[i].y;
rrects[cls].width = rects[i].width;
rrects[cls].height = rects[i].height;
neighbors[cls] = 0;
}
} else {
classConfidence[cls] += confidences[i];
rrects[cls].x += rects[i].x;
rrects[cls].y += rects[i].y;
rrects[cls].width += rects[i].width;
rrects[cls].height += rects[i].height;
neighbors[cls]++;
}
}
// Find average rectangle for all classes
for (int i = 0; i < nClasses; i++)
{
if (neighbors[i] > 0) {
Rect r = rrects[i];
float s = 1.f/(neighbors[i]+1);
rrects[i] = Rect(saturate_cast<int>(r.x*s),
saturate_cast<int>(r.y*s),
saturate_cast<int>(r.width*s),
saturate_cast<int>(r.height*s));
}
}
rects.clear();
confidences.clear();
// Aggregate by comparing average rectangles against other average rectangles
for (int i = 0; i < nClasses; i++)
{
// Average rectangle
const Rect r1 = rrects[i];
// Used to eliminate rectangles with few neighbors in the case of no weights
const float w1 = classConfidence[i];
// Eliminate rectangle if it doesn't meet confidence criteria
if (w1 < confidenceThreshold)
continue;
const int n1 = neighbors[i];
if (n1 < minNeighbors)
continue;
// filter out small face rectangles inside large rectangles
int j;
for (j = 0; j < nClasses; j++)
{
const int n2 = neighbors[j];
if (j == i || n2 < minNeighbors)
continue;
const Rect r2 = rrects[j];
const int dx = saturate_cast<int>(r2.width * epsilon);
const int dy = saturate_cast<int>(r2.height * epsilon);
const float w2 = classConfidence[j];
if(r1.x >= r2.x - dx &&
r1.y >= r2.y - dy &&
r1.x + r1.width <= r2.x + r2.width + dx &&
r1.y + r1.height <= r2.y + r2.height + dy &&
(w2 > w1) &&
(n2 > n1))
break;
}
if( j == nClasses )
{
rects.append(r1);
confidences.append(w1);
if (maxIndices)
maxIndices->append(classMax[i]);
}
}
}
void OpenCVUtils::pad(const br::Template &src, br::Template &dst, bool padMat, const QList<int> &padding, bool padPoints, bool padRects, int border, int value)
{
// Padding is expected to be top, bottom, left, right
if (padMat)
copyMakeBorder(src, dst, padding[0], padding[1], padding[2], padding[3], border, Scalar(value));
else
dst = src;
if (padPoints) {
QList<QPointF> points = src.file.points();
QList<QPointF> paddedPoints;
for (int i=0; i<points.size(); i++)
paddedPoints.append(points[i] += QPointF(padding[2],padding[0]));
dst.file.setPoints(paddedPoints);
}
if (padRects) {
QList<QRectF> rects = src.file.rects();
QList<QRectF> paddedRects;
for (int i=0; i<rects.size(); i++)
paddedRects.append(rects[i].translated(QPointF(padding[2],padding[0])));
dst.file.setRects(paddedRects);
}
}
void OpenCVUtils::pad(const br::TemplateList &src, br::TemplateList &dst, bool padMat, const QList<int> &padding, bool padPoints, bool padRects, int border, int value)
{
for (int i=0; i<src.size(); i++) {
br::Template t;
pad(src[i], t, padMat, padding, padPoints, padRects, border, value);
dst.append(t);
}
}
void OpenCVUtils::rotate(const br::Template &src, br::Template &dst, float degrees, bool rotateMat, bool rotatePoints, bool rotateRects)
{
Mat rotMatrix = getRotationMatrix2D(Point2f(src.m().rows/2,src.m().cols/2),degrees,1.0);
if (rotateMat) {
warpAffine(src,dst,rotMatrix,Size(src.m().cols,src.m().rows),INTER_LINEAR,BORDER_REFLECT_101);
dst.file = src.file;
} else
dst = src;
if (rotatePoints) {
QList<QPointF> points = src.file.points();
QList<QPointF> rotatedPoints;
for (int i=0; i<points.size(); i++) {
rotatedPoints.append(QPointF(points.at(i).x()*rotMatrix.at<double>(0,0)+
points.at(i).y()*rotMatrix.at<double>(0,1)+
rotMatrix.at<double>(0,2),
points.at(i).x()*rotMatrix.at<double>(1,0)+
points.at(i).y()*rotMatrix.at<double>(1,1)+
rotMatrix.at<double>(1,2)));
}
dst.file.setPoints(rotatedPoints);
}
if (rotateRects) {
QList<QRectF> rects = src.file.rects();
QList<QRectF> rotatedRects;
for (int i=0; i<rects.size(); i++) {
QList<QPointF> corners;
corners << rects[i].topLeft() << rects[i].topRight() << rects[i].bottomLeft() << rects[i].bottomRight();
QList<QPointF> rotatedCorners;
foreach (const QPointF &corner, corners)
rotatedCorners.append(QPointF(corner.x() * rotMatrix.at<double>(0,0) +
corner.y() * rotMatrix.at<double>(0,1) +
rotMatrix.at<double>(0,2),
corner.x() * rotMatrix.at<double>(1,0) +
corner.y() * rotMatrix.at<double>(1,1) +
rotMatrix.at<double>(1,2)));
float top = min(rotatedCorners[0].y(), rotatedCorners[1].y());
float left = min(rotatedCorners[0].x(), rotatedCorners[2].x());
float bottom = max(rotatedCorners[2].y(), rotatedCorners[3].y());
float right = max(rotatedCorners[1].x(), rotatedCorners[3].x());
rotatedRects.append(QRectF(QPointF(left,top),QPointF(right,bottom)));
}
dst.file.setRects(rotatedRects);
}
}
void OpenCVUtils::rotate(const br::TemplateList &src, br::TemplateList &dst, float degrees, bool rotateMat, bool rotatePoints, bool rotateRects)
{
for (int i=0; i<src.size(); i++) {
br::Template t;
rotate(src[i], t, degrees, rotateMat, rotatePoints, rotateRects);
dst.append(t);
}
}
void OpenCVUtils::flip(const br::Template &src, br::Template &dst, int axis, bool flipMat, bool flipPoints, bool flipRects)
{
if (flipMat) {
cv::flip(src, dst, axis);
dst.file = src.file;
} else
dst = src;
if (flipPoints) {
QList<QPointF> flippedPoints;
foreach(const QPointF &point, src.file.points()) {
// Check for missing data using the QPointF(-1,-1) convention
if (point != QPointF(-1,-1)) {
if (axis == 0) {
flippedPoints.append(QPointF(point.x(),src.m().rows-point.y()));
} else if (axis == 1) {
flippedPoints.append(QPointF(src.m().cols-point.x(),point.y()));
} else {
flippedPoints.append(QPointF(src.m().cols-point.x(),src.m().rows-point.y()));
}
}
}
dst.file.setPoints(flippedPoints);
}
if (flipRects) {
QList<QRectF> flippedRects;
foreach(const QRectF &rect, src.file.rects()) {
if (axis == 0) {
flippedRects.append(QRectF(rect.x(),
src.m().rows-rect.bottom(),
rect.width(),
rect.height()));
} else if (axis == 1) {
flippedRects.append(QRectF(src.m().cols-rect.right(),
rect.y(),
rect.width(),
rect.height()));
} else {
flippedRects.append(QRectF(src.m().cols-rect.right(),
src.m().rows-rect.bottom(),
rect.width(),
rect.height()));
}
}
dst.file.setRects(flippedRects);
}
}
void OpenCVUtils::flip(const br::TemplateList &src, br::TemplateList &dst, int axis, bool flipMat, bool flipPoints, bool flipRects)
{
for (int i=0; i<src.size(); i++) {
br::Template t;
flip(src[i], t, axis, flipMat, flipPoints, flipRects);
dst.append(t);
}
}
QDataStream &operator<<(QDataStream &stream, const Mat &m)
{
// Write header
int rows = m.rows;
int cols = m.cols;
int type = m.type();
stream << rows << cols << type;
// Write data
int len = rows * cols * m.elemSize();
stream << len;
if (len > 0) {
if (!m.isContinuous()) qFatal("Can't serialize non-continuous matrices.");
int written = stream.writeRawData((const char*)m.data, len);
if (written != len) qFatal("Mat serialization failure, expected: %d bytes, wrote: %d bytes.", len, written);
}
return stream;
}
QDataStream &operator>>(QDataStream &stream, Mat &m)
{
// Read header
int rows, cols, type;
stream >> rows >> cols >> type;
m.create(rows, cols, type);
int len;
stream >> len;
char *data = (char*) m.data;
// In certain circumstances, like reading from stdin or sockets, we may not
// be given all the data we need at once because it isn't available yet.
// So we loop until it we get it.
while (len > 0) {
const int read = stream.readRawData(data, len);
if (read == -1) qFatal("Mat deserialization failure, exptected %d more bytes.", len);
data += read;
len -= read;
}
return stream;
}
QDebug operator<<(QDebug dbg, const Mat &m)
{
dbg.nospace() << OpenCVUtils::matrixToString(m);
return dbg.space();
}
QDebug operator<<(QDebug dbg, const Point &p)
{
dbg.nospace() << "(" << p.x << ", " << p.y << ")";
return dbg.space();
}
QDebug operator<<(QDebug dbg, const Rect &r)
{
dbg.nospace() << "(" << r.x << ", " << r.y << "," << r.width << "," << r.height << ")";
return dbg.space();
}
QDataStream &operator<<(QDataStream &stream, const Rect &r)
{
return stream << r.x << r.y << r.width << r.height;
}
QDataStream &operator>>(QDataStream &stream, Rect &r)
{
return stream >> r.x >> r.y >> r.width >> r.height;
}
QDataStream &operator<<(QDataStream &stream, const Size &s)
{
return stream << s.width << s.height;
}
QDataStream &operator>>(QDataStream &stream, Size &s)
{
return stream >> s.width >> s.height;
}