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Detector.cpp
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140 lines (121 loc) · 3.71 KB
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#include "Detector.h"
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
CDetector::CDetector(
BackgroundSubtract::BGFG_ALGS algType,
bool collectPoints,
cv::Mat& gray
)
: m_collectPoints(collectPoints)
{
m_fg = gray.clone();
m_backgroundSubst = std::make_unique<BackgroundSubtract>(algType, gray.channels());
m_minObjectSize.width = std::max(5, gray.cols / 100);
m_minObjectSize.height = m_minObjectSize.width;
}
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
CDetector::~CDetector(void)
{
}
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
void CDetector::SetMinObjectSize(cv::Size minObjectSize)
{
m_minObjectSize = minObjectSize;
}
//----------------------------------------------------------------------
//
//----------------------------------------------------------------------
void CDetector::DetectContour()
{
m_regions.clear();
m_centers.clear();
std::vector<std::vector<cv::Point>> contours;
std::vector<cv::Vec4i> hierarchy;
cv::findContours(m_fg, contours, hierarchy, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE, cv::Point());
if (contours.size() > 0)
{
for (size_t i = 0; i < contours.size(); i++)
{
cv::Rect r = cv::boundingRect(contours[i]);
if (r.width >= m_minObjectSize.width &&
r.height >= m_minObjectSize.height)
{
CRegion region(r);
cv::Point2f center(r.x + 0.5f * r.width, r.y + 0.5f * r.height);
if (m_collectPoints)
{
const int yStep = 5;
const int xStep = 5;
for (int y = r.y; y < r.y + r.height; y += yStep)
{
cv::Point2f pt(0, static_cast<float>(y));
for (int x = r.x; x < r.x + r.width; x += xStep)
{
pt.x = static_cast<float>(x);
if (cv::pointPolygonTest(contours[i], pt, false) > 0)
{
region.m_points.push_back(pt);
}
}
}
if (region.m_points.empty())
{
region.m_points.push_back(center);
}
}
m_regions.push_back(region);
m_centers.push_back(Point_t(center.x, center.y));
}
}
}
}
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
const std::vector<Point_t>& CDetector::Detect(cv::Mat& gray)
{
m_backgroundSubst->subtract(gray, m_fg);
DetectContour();
return m_centers;
}
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
const regions_t& CDetector::GetDetects() const
{
return m_regions;
}
// ---------------------------------------------------------------------------
//
// ---------------------------------------------------------------------------
void CDetector::CalcMotionMap(cv::Mat frame)
{
if (m_motionMap.size() != frame.size())
{
m_motionMap = cv::Mat(frame.size(), CV_32FC1, cv::Scalar(0, 0, 0));
}
cv::Mat normFor;
cv::normalize(m_fg, normFor, 255, 0, cv::NORM_MINMAX, m_motionMap.type());
double alpha = 0.95;
cv::addWeighted(m_motionMap, alpha, normFor, 1 - alpha, 0, m_motionMap);
const int chans = frame.channels();
for (int y = 0; y < frame.rows; ++y)
{
uchar* imgPtr = frame.ptr(y);
float* moPtr = reinterpret_cast<float*>(m_motionMap.ptr(y));
for (int x = 0; x < frame.cols; ++x)
{
for (int ci = chans - 1; ci < chans; ++ci)
{
imgPtr[ci] = cv::saturate_cast<uchar>(imgPtr[ci] + moPtr[0]);
}
imgPtr += chans;
++moPtr;
}
}
}