Open Source Computer Vision Library https://opencv.org/
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/*M///////////////////////////////////////////////////////////////////////////////////////
//
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// If you do not agree to this license, do not download, install,
// copy or use the software.
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//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2000-2008, Intel Corporation, all rights reserved.
// Copyright (C) 2008-2012, Willow Garage Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
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#include <precomp.hpp>
cv::SCascade::Channels::Channels(int shr) : shrinkage(shr) {}
void cv::SCascade::Channels::appendHogBins(const cv::Mat& gray, std::vector<cv::Mat>& integrals, int bins) const
{
CV_Assert(gray.type() == CV_8UC1);
int h = gray.rows;
int w = gray.cols;
CV_Assert(!(w % shrinkage) && !(h % shrinkage));
cv::Mat df_dx, df_dy, mag, angle;
cv::Sobel(gray, df_dx, CV_32F, 1, 0);
cv::Sobel(gray, df_dy, CV_32F, 0, 1);
cv::cartToPolar(df_dx, df_dy, mag, angle, true);
mag *= (1.f / (8 * sqrt(2.f)));
cv::Mat nmag;
mag.convertTo(nmag, CV_8UC1);
angle *= bins/360.f;
std::vector<cv::Mat> hist;
for (int bin = 0; bin < bins; ++bin)
hist.push_back(cv::Mat::zeros(h, w, CV_8UC1));
for (int y = 0; y < h; ++y)
{
uchar* magnitude = nmag.ptr<uchar>(y);
float* ang = angle.ptr<float>(y);
for (int x = 0; x < w; ++x)
{
hist[ (int)ang[x] ].ptr<uchar>(y)[x] = magnitude[x];
}
}
for(int i = 0; i < bins; ++i)
{
cv::Mat shrunk, sum;
cv::resize(hist[i], shrunk, cv::Size(), 1.0 / shrinkage, 1.0 / shrinkage, CV_INTER_AREA);
cv::integral(shrunk, sum, cv::noArray(), CV_32S);
integrals.push_back(sum);
}
cv::Mat shrMag;
cv::resize(nmag, shrMag, cv::Size(), 1.0 / shrinkage, 1.0 / shrinkage, CV_INTER_AREA);
cv::integral(shrMag, mag, cv::noArray(), CV_32S);
integrals.push_back(mag);
}
void cv::SCascade::Channels::appendLuvBins(const cv::Mat& frame, std::vector<cv::Mat>& integrals) const
{
CV_Assert(frame.type() == CV_8UC3);
CV_Assert(!(frame.cols % shrinkage) && !(frame.rows % shrinkage));
cv::Mat luv, shrunk;
cv::cvtColor(frame, luv, CV_BGR2Luv);
cv::resize(luv, shrunk, cv::Size(), 1.0 / shrinkage, 1.0 / shrinkage, CV_INTER_AREA);
std::vector<cv::Mat> splited;
split(shrunk, splited);
for (size_t i = 0; i < splited.size(); ++i)
{
cv::Mat sum;
cv::integral(splited[i], sum, cv::noArray(), CV_32S);
integrals.push_back(sum);
}
}