cv::Mat hleaves(cv::Mat(vleaves).reshape(1,1));
CV_Assert(!hleaves.empty());
+ Fields* fields = new Fields(mins, maxs, totals, origWidth, origHeight, shrinkage, 0,
+ hoctaves, hstages, hnodes, hleaves);
+ fields->voctaves = voctaves;
+ fields->createLevels(FRAME_HEIGHT, FRAME_WIDTH);
+
+ return fields;
+ }
+
+ int createLevels(const int fh, const int fw)
+ {
+ using namespace device::icf;
std::vector<Level> vlevels;
- float logFactor = (::log(maxs) - ::log(mins)) / (totals -1);
+ float logFactor = (::log(maxScale) - ::log(minScale)) / (totals -1);
- float scale = mins;
- int downscales = 0;
+ float scale = minScale;
+ int dcs = 0;
for (int sc = 0; sc < totals; ++sc)
{
- int width = ::std::max(0.0f, FRAME_WIDTH - (origWidth * scale));
- int height = ::std::max(0.0f, FRAME_HEIGHT - (origHeight * scale));
+ int width = ::std::max(0.0f, fw - (origObjWidth * scale));
+ int height = ::std::max(0.0f, fh - (origObjHeight * scale));
float logScale = ::log(scale);
int fit = fitOctave(voctaves, logScale);
else
{
vlevels.push_back(level);
- if (voctaves[fit].scale < 1) ++downscales;
+ if (voctaves[fit].scale < 1) ++dcs;
}
- if (::fabs(scale - maxs) < FLT_EPSILON) break;
- scale = ::std::min(maxs, ::expf(::log(scale) + logFactor));
+ if (::fabs(scale - maxScale) < FLT_EPSILON) break;
+ scale = ::std::min(maxScale, ::expf(::log(scale) + logFactor));
}
- cv::Mat hlevels(1, vlevels.size() * sizeof(Level), CV_8UC1, (uchar*)&(vlevels[0]) );
+ cv::Mat hlevels = cv::Mat(1, vlevels.size() * sizeof(Level), CV_8UC1, (uchar*)&(vlevels[0]) );
CV_Assert(!hlevels.empty());
-
- Fields* fields = new Fields(mins, maxs, origWidth, origHeight, shrinkage, downscales,
- hoctaves, hstages, hnodes, hleaves, hlevels);
-
- return fields;
+ levels.upload(hlevels);
+ downscales = dcs;
+ return dcs;
}
- Fields( const float mins, const float maxs, const int ow, const int oh, const int shr, const int ds,
- cv::Mat hoctaves, cv::Mat hstages, cv::Mat hnodes, cv::Mat hleaves, cv::Mat hlevels)
- : minScale(mins), maxScale(maxs), origObjWidth(ow), origObjHeight(oh), shrinkage(shr), downscales(ds)
+ bool update(int fh, int fw, int shr)
{
- plane.create(FRAME_HEIGHT * (HOG_LUV_BINS + 1), FRAME_WIDTH, CV_8UC1);
- fplane.create(FRAME_HEIGHT * 6, FRAME_WIDTH, CV_32FC1);
- luv.create(FRAME_HEIGHT, FRAME_WIDTH, CV_8UC3);
+ if (fh == luv.rows && fh == luv.cols) return false;
+ plane.create(fh * (HOG_LUV_BINS + 1), fw, CV_8UC1);
+ fplane.create(fh * HOG_BINS, fw, CV_32FC1);
+ luv.create(fh, fw, CV_8UC3);
- shrunk.create(FRAME_HEIGHT / shr * HOG_LUV_BINS, FRAME_WIDTH / shr, CV_8UC1);
+ shrunk.create(fh / shr * HOG_LUV_BINS, fw / shr, CV_8UC1);
integralBuffer.create(shrunk.rows, shrunk.cols, CV_32SC1);
- hogluv.create((FRAME_HEIGHT / shr) * HOG_LUV_BINS + 1, FRAME_WIDTH / shr + 1, CV_32SC1);
+ hogluv.create((fh / shr) * HOG_LUV_BINS + 1, fw / shr + 1, CV_32SC1);
hogluv.setTo(cv::Scalar::all(0));
+ return true;
+ }
- detCounter.create(sizeof(Detection) / sizeof(int),1, CV_32SC1);
-
+ Fields( const float mins, const float maxs, const int tts, const int ow, const int oh, const int shr, const int ds,
+ cv::Mat hoctaves, cv::Mat hstages, cv::Mat hnodes, cv::Mat hleaves)
+ : minScale(mins), maxScale(maxs), totals(tts), origObjWidth(ow), origObjHeight(oh), shrinkage(shr), downscales(ds)
+ {
+ update(FRAME_HEIGHT, FRAME_WIDTH, shr);
octaves.upload(hoctaves);
stages.upload(hstages);
nodes.upload(hnodes);
leaves.upload(hleaves);
- levels.upload(hlevels);
-
}
void detect(int scale, const cv::gpu::GpuMat& roi, const cv::gpu::GpuMat& count, cv::gpu::GpuMat& objects, const cudaStream_t& stream) const
else
cudaMemset(plane.data, 0, plane.step * plane.rows);
- static const int fw = Fields::FRAME_WIDTH;
- static const int fh = Fields::FRAME_HEIGHT;
+ const int fw = colored.cols;
+ const int fh = colored.rows;
GpuMat gray(plane, cv::Rect(0, fh * Fields::HOG_LUV_BINS, fw, fh));
cv::gpu::cvtColor(colored, gray, CV_BGR2GRAY, s);
createLuvBins(colored, s);
- integrate(s);
+ integrate(fh, fw, s);
}
private:
void createHogBins(const cv::gpu::GpuMat& gray, Stream& s)
{
- static const int fw = Fields::FRAME_WIDTH;
- static const int fh = Fields::FRAME_HEIGHT;
+ static const int fw = gray.cols;
+ static const int fh = gray.rows;
GpuMat dfdx(fplane, cv::Rect(0, 0, fw, fh));
GpuMat dfdy(fplane, cv::Rect(0, fh, fw, fh));
void createLuvBins(const cv::gpu::GpuMat& colored, Stream& s)
{
- static const int fw = Fields::FRAME_WIDTH;
- static const int fh = Fields::FRAME_HEIGHT;
+ static const int fw = colored.cols;
+ static const int fh = colored.rows;
cv::gpu::cvtColor(colored, luv, CV_BGR2Luv, s);
cv::gpu::split(luv, splited, s);
}
- void integrate( Stream& s)
+ void integrate(const int fh, const int fw, Stream& s)
{
- int fw = Fields::FRAME_WIDTH;
- int fh = Fields::FRAME_HEIGHT;
-
GpuMat channels(plane, cv::Rect(0, 0, fw, fh * Fields::HOG_LUV_BINS));
cv::gpu::resize(channels, shrunk, cv::Size(), 0.25, 0.25, CV_INTER_AREA, s);
float minScale;
float maxScale;
+ int totals;
+
int origObjWidth;
int origObjHeight;
// 161x121x10
GpuMat hogluv;
- GpuMat detCounter;
-
// Cascade from xml
GpuMat octaves;
GpuMat stages;
GpuMat sobelBuf;
+ std::vector<device::icf::Octave> voctaves;
+
DeviceInfo info;
enum { BOOST = 0 };
CV_Assert(fields);
const GpuMat colored = image.getGpuMat();
+
// only color images are supperted
CV_Assert(colored.type() == CV_8UC3 || colored.type() == CV_32SC1);
if (colored.type() == CV_8UC3)
{
- // only this window size allowed
- CV_Assert(colored.cols == Fields::FRAME_WIDTH && colored.rows == Fields::FRAME_HEIGHT);
+ if (!flds.update(colored.rows, colored.cols, flds.shrinkage))
+ flds.createLevels(colored.rows, colored.cols);
flds.preprocess(colored, s);
}
else
if (colored.type() == CV_8UC3)
{
// only this window size allowed
- CV_Assert(colored.cols == Fields::FRAME_WIDTH && colored.rows == Fields::FRAME_HEIGHT);
+ // CV_Assert(colored.cols == Fields::FRAME_WIDTH && colored.rows == Fields::FRAME_HEIGHT);
flds.preprocess(colored, s);
}
else