Repository for OpenCV's extra modules
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/*M///////////////////////////////////////////////////////////////////////////////////////
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/**
* @file synthetic_seq.cpp
* @author Vladislav Samsonov <vvladxx@gmail.com>
* @brief Synthetic frame sequence generator for testing background subtraction algorithms.
*
*/
#include "precomp.hpp"
namespace cv
{
namespace bgsegm
{
namespace
{
inline int clamp(int x, int l, int u) {
return ((x) < (l)) ? (l) : (((x) > (u)) ? (u) : (x));
}
inline int within(int a, int b, int c) {
return (((a) <= (b)) && ((b) <= (c))) ? 1 : 0;
}
void bilinearInterp(uchar* dest, double x, double y, unsigned bpp, const uchar** values) {
x = std::fmod(x, 1.0);
y = std::fmod(y, 1.0);
if (x < 0.0)
x += 1.0;
if (y < 0.0)
y += 1.0;
for (unsigned i = 0; i < bpp; i++) {
double m0 = (1.0 - x) * values[0][i] + x * values[1][i];
double m1 = (1.0 - x) * values[2][i] + x * values[3][i];
dest[i] = (uchar) ((1.0 - y) * m0 + y * m1);
}
}
// Static background is a way too easy test. We will add distortion to it.
void waveDistortion(const uchar* src, uchar* dst, int width, int height, int bypp, double amplitude, double wavelength, double phase) {
const uchar zeroes[4] = {0, 0, 0, 0};
const long rowsiz = width * bypp;
const double xhsiz = (double) width / 2.0;
const double yhsiz = (double) height / 2.0;
double xscale, yscale;
if (xhsiz < yhsiz) {
xscale = yhsiz / xhsiz;
yscale = 1.0;
}
else if (xhsiz > yhsiz) {
xscale = 1.0;
yscale = xhsiz / yhsiz;
}
else {
xscale = 1.0;
yscale = 1.0;
}
wavelength *= 2;
for (int y = 0; y < height; y++) {
uchar* dest = dst;
for (int x = 0; x < width; x++) {
const double dx = x * xscale;
const double dy = y * yscale;
const double d = sqrt (dx * dx + dy * dy);
const double amnt = amplitude * sin(((d / wavelength) * (2.0 * M_PI) + phase));
const double needx = (amnt + dx) / xscale;
const double needy = (amnt + dy) / yscale;
const int xi = clamp(int(needx), 0, width - 2);
const int yi = clamp(int(needy), 0, height - 2);
const uchar* p = src + rowsiz * yi + xi * bypp;
const int x1_in = within(0, xi, width - 1);
const int y1_in = within(0, yi, height - 1);
const int x2_in = within(0, xi + 1, width - 1);
const int y2_in = within(0, yi + 1, height - 1);
const uchar* values[4];
if (x1_in && y1_in)
values[0] = p;
else
values[0] = zeroes;
if (x2_in && y1_in)
values[1] = p + bypp;
else
values[1] = zeroes;
if (x1_in && y2_in)
values[2] = p + rowsiz;
else
values[2] = zeroes;
if (x2_in && y2_in)
values[3] = p + bypp + rowsiz;
else
values[3] = zeroes;
bilinearInterp(dest, needx, needy, bypp, values);
dest += bypp;
}
dst += rowsiz;
}
}
}
SyntheticSequenceGenerator::SyntheticSequenceGenerator(InputArray _background, InputArray _object, double _amplitude, double _wavelength, double _wavespeed, double _objspeed)
: amplitude(_amplitude), wavelength(_wavelength), wavespeed(_wavespeed), objspeed(_objspeed), timeStep(0) {
_background.getMat().copyTo(background);
_object.getMat().copyTo(object);
if (background.channels() == 1) {
cvtColor(background, background, COLOR_GRAY2BGR);
}
if (object.channels() == 1) {
cvtColor(object, object, COLOR_GRAY2BGR);
}
CV_Assert(background.channels() == 3);
CV_Assert(object.channels() == 3);
CV_Assert(background.size().width > object.size().width);
CV_Assert(background.size().height > object.size().height);
background.convertTo(background, CV_8U);
object.convertTo(object, CV_8U);
pos.x = (background.size().width - object.size().width) / 2;
pos.y = (background.size().height - object.size().height) / 2;
const double phi = rng.uniform(0.0, CV_2PI);
dir.x = std::cos(phi);
dir.y = std::sin(phi);
}
void SyntheticSequenceGenerator::getNextFrame(OutputArray _frame, OutputArray _gtMask) {
CV_Assert(!background.empty() && !object.empty());
const Size sz = background.size();
_frame.create(sz, CV_8UC3);
Mat frame = _frame.getMat();
CV_Assert(background.isContinuous() && frame.isContinuous());
waveDistortion(background.ptr(), frame.ptr(), sz.width, sz.height, 3, amplitude, wavelength, double(timeStep) * wavespeed);
const Size objSz = object.size();
object.copyTo(frame(Rect(Point2i(pos), objSz)));
while (pos.x + dir.x * objspeed < 0 || pos.x + dir.x * objspeed >= sz.width - objSz.width || pos.y + dir.y * objspeed < 0 || pos.y + dir.y * objspeed >= sz.height - objSz.height) {
const double phi = rng.uniform(0.0, CV_2PI);
dir.x = std::cos(phi);
dir.y = std::sin(phi);
}
_gtMask.create(sz, CV_8U);
Mat gtMask = _gtMask.getMat();
gtMask = 0;
gtMask(Rect(Point2i(pos), objSz)) = 255;
pos += dir * objspeed;
++timeStep;
}
Ptr<SyntheticSequenceGenerator> createSyntheticSequenceGenerator(InputArray background, InputArray object, double amplitude, double wavelength, double wavespeed, double objspeed) {
return makePtr<SyntheticSequenceGenerator>(background, object, amplitude, wavelength, wavespeed, objspeed);
}
}
}