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hpc-2022-g3/challenge/TrackColour.cpp

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2021-05-05 08:23:57 +00:00
/*
* BSD 2-Clause License
*
* Copyright (c) 2020, Alessandro Capotondi
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* * Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* * Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
/**
* @file colorTracking.cpp
* @author Alessandro Capotondi
* @date 5 May 2020
* @brief Color Tracking
*
* @see https://dolly.fim.unimore.it/2019/course/view.php?id=152
*/
#include <stdio.h>
#include <time.h>
#include <sys/time.h>
#include <opencv2/opencv.hpp>
#include "opencv2/imgproc/imgproc_c.h"
#include "opencv2/imgproc/imgproc.hpp"
#include <opencv2/imgcodecs/imgcodecs.hpp>
#include <opencv2/objdetect/objdetect.hpp>
#include <opencv2/highgui/highgui.hpp>
using namespace cv;
using namespace std;
#ifdef CHECK
#include "data/sample_ground_truth.h"
#endif
extern "C"
{
#include "utils.h"
}
void ConversionRgb2Hsv(uint8_t *__restrict__ out, uint8_t *__restrict__ in, int width, int height, int nch)
{
// Get Raw Image Data pointer
int pixels = width * height * nch;
//Convert each pixel of input RGB image to HSV
for (int idx = 0; idx < pixels; idx += nch)
{
uint8_t V, S, H;
uint8_t rgb_min, rgb_max, rgb_mm;
//Read color channels
uint8_t red = in[idx];
uint8_t green = in[idx + 1];
uint8_t blue = in[idx + 2];
rgb_max = max(max(red, green), blue);
rgb_min = min(min(red, green), blue);
rgb_mm = rgb_max - rgb_min;
//Value computation
V = rgb_max;
if (V == 0)
H = S = 0;
else
{
//Saturation computation
S = (int)(((long)255 * (long)(rgb_mm)) / (long)V);
if (S == 0)
H = 0;
else
{
//Hue computation
if (rgb_max == red)
H = 0 + 43 * (green - blue) / rgb_mm;
else if (rgb_max == green)
H = 85 + 43 * (blue - red) / rgb_mm;
else
H = 171 + 43 * (red - green) / rgb_mm;
}
}
//Write HSV
out[idx] = (uint8_t)H;
out[idx + 1] = (uint8_t)S;
out[idx + 2] = (uint8_t)V;
}
}
void ImgThreashold(uint8_t *__restrict__ out, uint8_t *__restrict__ in, int32_t thLow[3], int32_t thHi[3], int width, int height, int nch)
{
int pixels = width * height;
uint8_t lb1 = (uint8_t)thLow[0];
uint8_t lb2 = (uint8_t)thLow[1];
uint8_t lb3 = (uint8_t)thLow[2];
uint8_t ub1 = (uint8_t)thHi[0];
uint8_t ub2 = (uint8_t)thHi[1];
uint8_t ub3 = (uint8_t)thHi[2];
for (int idx = 0; idx < pixels; ++idx)
{
out[idx] = ((in[idx * nch] >= lb1) && (in[idx * nch] <= ub1) &&
(in[idx * nch + 1] >= lb2) && (in[idx * nch + 1] <= ub2) &&
(in[idx * nch + 2] >= lb3) && (in[idx * nch + 2] <= ub3))
? 255
: 0;
}
}
void ImgCenterbyMoments(int *y, int *x, uint8_t *__restrict__ in, int width, int height, int nch)
{
uint64_t m_00 = 0, m_01 = 0, m_10 = 0;
for (int i = 0; i < height; ++i)
{
for (int j = 0; j < width; ++j)
{
if (in[i * width + j] > 0)
{
m_00++;
m_01 += j;
m_10 += i;
}
}
}
*y = m_00 ? (double)m_01 / m_00 : 0;
*x = m_00 ? (double)m_10 / m_00 : 0;
}
void ImgMerge(uint8_t *__restrict__ out, uint8_t *__restrict__ in1, uint8_t *__restrict__ in2, int width, int height, int nch)
{
// Get Raw Image Data pointer
int pixels = width * height * nch;
for (int idx = 0; idx < pixels; ++idx)
{
if(in2[idx])
out[idx] = in2[idx];
else
out[idx] = in1[idx];
}
}
int main(int argc, char *argv[])
{
struct timespec rt[2];
double wt;
//Open Video Example
VideoCapture cap("data/sample.avi");
int width = cap.get(CAP_PROP_FRAME_WIDTH);
int height = cap.get(CAP_PROP_FRAME_HEIGHT);
int nCh = 3;
// Upper and Lower Color Threasholds
int32_t thHi[3], thLow[3];
Scalar _thHi, _thLow;
// Frame Buffers
Mat frameRGB = Mat::zeros(height, width, CV_8UC3);
Mat frameHVS = Mat::zeros(height, width, CV_8UC3);
Mat frameTrack = Mat::zeros(height, width, CV_8UC3);
Mat frameMask = Mat::zeros(height, width, CV_8UC1);
//Check Video
if (!cap.isOpened())
{
cout << "[Error] Cannot open the video file" << endl;
return -1;
}
if (argc > 1)
{
if (argc == 7)
{
thLow[0] = atoi(argv[1]);
thLow[1] = atoi(argv[2]);
thLow[2] = atoi(argv[3]);
thHi[0] = atoi(argv[4]);
thHi[1] = atoi(argv[5]);
thHi[2] = atoi(argv[6]);
}
else
{
cout << "[Error] Invalid arguments: usage ./cTracking [thLow(H S V) thHi(H S V)]" << endl;
return -1;
}
}
else
{
//Default Values
thLow[0] = 160;
thLow[1] = 100;
thLow[2] = 100;
thHi[0] = 180;
thHi[1] = 255;
thHi[2] = 255;
}
_thHi = Scalar(thHi[0], thHi[1], thHi[2]);
//Print Information
printf("--------------------------------------\n");
printf("Video Info\n");
printf("--------------------------------------\n");
printf("width :\t%d\n", (int)cap.get(CAP_PROP_FRAME_WIDTH));
printf("height:\t%d\n", (int)cap.get(CAP_PROP_FRAME_HEIGHT));
printf("fps :\t%d\n", (int)cap.get(CAP_PROP_FPS));
printf("--------------------------------------\n");
int lastX = 0;
int lastY = 0;
int posX = 0;
int posY = 0;
#ifdef CHECK
int check_id = 0;
#endif
int nFrames = 0;
double time_cnt = 0.0;
while (1)
{
bool lastFrame = cap.read(frameRGB); // read a new frame from video
if (!lastFrame)
break;
clock_gettime(CLOCK_REALTIME, rt + 0);
ConversionRgb2Hsv(frameHVS.ptr(), frameRGB.ptr(), width, height, nCh);
ImgThreashold(frameMask.ptr(), frameHVS.ptr(), thLow, thHi, width, height, nCh);
ImgCenterbyMoments(&posY, &posX, frameMask.ptr(), width, height, nCh);
// We want to draw a line only if its a valid position
if (lastX > 0 && lastY > 0 && posX > 0 && posY > 0)
line(frameTrack, Point(lastY, lastX), Point(posY, posX), _thHi, 2, CV_8UC3, 0);
ImgMerge(frameRGB.ptr(), frameRGB.ptr(), frameTrack.ptr(), width, height, nCh);
clock_gettime(CLOCK_REALTIME, rt + 1);
time_cnt+= (rt[1].tv_sec - rt[0].tv_sec) + 1.0e-9 * (rt[1].tv_nsec - rt[0].tv_nsec);
nFrames++;
#ifdef DISPLAY
// Show frames
imshow("frameRGB", frameRGB);
imshow("frameMask", frameMask);
imshow("frameTrack", frameTrack);
waitKey(1);
#endif
#ifdef CHECK
assert(ground_truth_YX[check_id++]==posY);
assert(ground_truth_YX[check_id++]==posX);
#endif
lastX = posX;
lastY = posY;
}
printf("ColorTracking: %d frames, %9.6f s per-frame (%9.6f fps)\n", nFrames, time_cnt/nFrames, 1/(time_cnt/nFrames));
//Release Memory - Avoid Memory Leak!
frameRGB.release();
frameHVS.release();
frameTrack.release();
frameMask.release();
cap.release();
return 0;
}