Visual Servoing Platform version 3.7.0
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tutorial-rbt-sequence.cpp
/*
* ViSP, open source Visual Servoing Platform software.
* Copyright (C) 2005 - 2024 by Inria. All rights reserved.
*
* This software is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
* See the file LICENSE.txt at the root directory of this source
* distribution for additional information about the GNU GPL.
*
* For using ViSP with software that can not be combined with the GNU
* GPL, please contact Inria about acquiring a ViSP Professional
* Edition License.
*
* See https://visp.inria.fr for more information.
*
* This software was developed at:
* Inria Rennes - Bretagne Atlantique
* Campus Universitaire de Beaulieu
* 35042 Rennes Cedex
* France
*
* If you have questions regarding the use of this file, please contact
* Inria at visp@inria.fr
*
* This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE
* WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.
*/
#include <iostream>
#include <visp3/core/vpConfig.h>
#if defined(VISP_HAVE_NLOHMANN_JSON)
#include <visp3/core/vpException.h>
#include <visp3/core/vpImageException.h>
#include <visp3/core/vpIoTools.h>
#include <visp3/core/vpRGBa.h>
#include <visp3/io/vpVideoReader.h>
#include <visp3/io/vpVideoWriter.h>
#include <visp3/ar/vpPanda3DFrameworkManager.h>
#include <visp3/rbt/vpRBTracker.h>
#ifdef ENABLE_VISP_NAMESPACE
using namespace VISP_NAMESPACE_NAME;
#endif
#include "render-based-tutorial-utils.h"
{
{ }
{
parser
.addArgument("--color", colorSequence, true, "The color sequence (in video reader format, eg., /path/to/I\%04d.png)")
.addArgument("--depth", depthFolder, false, "The depth images associated to the color sequence. Frames should be aligned")
.addArgument("--start", startFrame, false, "The first frame of the sequence")
.addArgument("--step", frameStep, false, "How many frames should be read between calls to the tracker")
.addFlag("--step-by-step", stepByStep, "Go through the sequence interactively, frame by frame");
}
{
if (colorSequence.empty()) {
throw vpException(vpException::badValue, "Input sequence should not be empty");
}
}
std::string colorSequence;
std::string depthFolder;
unsigned int frameStep;
bool stepByStep;
};
int main(int argc, const char **argv)
{
vpRBTrackerTutorial::BaseArguments baseArgs;
CmdArguments sequenceArgs;
vpRBTrackerTutorial::vpRBExperimentLogger logger;
vpRBTrackerTutorial::vpRBExperimentPlotter plotter;
vpJsonArgumentParser parser("Tutorial showing how to use the Render-Based Tracker on an offline sequence", "--config", "/");
baseArgs.registerArguments(parser);
sequenceArgs.registerArguments(parser);
logger.registerArguments(parser);
plotter.registerArguments(parser);
parser.parse(argc, argv);
baseArgs.postProcessArguments();
sequenceArgs.postProcessArguments();
plotter.postProcessArguments(baseArgs.display);
if (baseArgs.enableRenderProfiling) {
vpRBTrackerTutorial::enableRendererProfiling();
}
baseArgs.display = true;
// Get the option values
logger.startLog();
// Set tracking and rendering parameters
tracker.loadConfigurationFile(baseArgs.trackerConfiguration);
tracker.startTracking();
cam = tracker.getCameraParameters();
// VideoReader to read images from disk
vpVideoReader readerRGB;
std::cout << "Input video" << std::endl;
std::cout << " Filename : " << sequenceArgs.colorSequence << std::endl;
if (sequenceArgs.startFrame >= 0) {
readerRGB.setFirstFrameIndex(sequenceArgs.startFrame);
std::cout << " First frame: " << sequenceArgs.startFrame << std::endl;
}
readerRGB.setFileName(sequenceArgs.colorSequence);
readerRGB.open(Icol);
readerRGB.acquire(Icol);
if (sequenceArgs.startFrame < 0) {
std::cout << " First frame: " << readerRGB.getFirstFrameIndex() << std::endl;
}
const int width = readerRGB.getWidth();
const int height = readerRGB.getHeight();
std::cout << " Image size : " << width << " x " << height << std::endl;
vpImage<unsigned char> Id(height, width);
vpImage<unsigned char> depthDisplay(height, width);
vpImage<unsigned char> IProbaDisplay(height, width);
vpImage<vpRGBa> IRender(height, width);
vpImage<vpRGBa> InormDisplay(height, width);
vpImage<unsigned char> ICannyDisplay(height, width);
// Main window creation and displaying
std::vector<std::shared_ptr<vpDisplay>> displays, debugDisplays;
if (baseArgs.display) {
displays = vpRBTrackerTutorial::createDisplays(Id, Icol, depthDisplay, IProbaDisplay);
if (baseArgs.debugDisplay) {
1, 3,
0, 0,
20, 20,
"Normals in object frame", InormDisplay,
"Depth canny", ICannyDisplay,
"Color render", IRender
);
}
plotter.init(displays);
}
nlohmann::json result = nlohmann::json::array();
// Manual initialization of the tracker
std::cout << "Starting init" << std::endl;
if (baseArgs.hasInlineInit()) {
tracker.setPose(baseArgs.cMoInit);
}
else if (baseArgs.display) {
tracker.initClick(Id, baseArgs.initFile, true);
}
else {
throw vpException(vpException::notImplementedError, "Cannot initialize tracking: no auto init function provided");
}
if (baseArgs.display) {
}
int im = sequenceArgs.startFrame;
unsigned int iter = 1;
// Main tracking loop
double expStart = vpTime::measureTimeMs();
bool quit = false;
while (!quit) {
double frameStart = vpTime::measureTimeMs();
// Acquire images
for (unsigned int sp = 0; sp < sequenceArgs.frameStep; ++sp) {
readerRGB.acquire(Icol);
if (!sequenceArgs.depthFolder.empty()) {
std::string depthName = vpIoTools::formatString(sequenceArgs.depthFolder + "/%06d.npy", im);
vpImage<uint16_t> dataArray(npz_data.data<uint16_t>(), npz_data.shape[0], npz_data.shape[1], false);
float scale = 9.999999747378752e-05;
depth.resize(dataArray.getHeight(), dataArray.getWidth());
depthDisplay.resize(dataArray.getHeight(), dataArray.getWidth());
#ifdef VISP_HAVE_OPENMP
#pragma omp parallel for
#endif
for (int i = 0; i < static_cast<int>(dataArray.getSize()); ++i) {
float value = static_cast<float>(dataArray.bitmap[i]) * scale;
depth.bitmap[i] = value;
depthDisplay.bitmap[i] = value > baseArgs.maxDepthDisplay ? 0.f : static_cast<unsigned char>((depth.bitmap[i] / baseArgs.maxDepthDisplay) * 255.f);
}
}
}
// Pose tracking
double trackingStart = vpTime::measureTimeMs();
vpRBTrackingResult trackingResult;
if (depth.getSize() == 0) {
trackingResult = tracker.track(Id, Icol);
}
else {
trackingResult = tracker.track(Id, Icol, depth);
}
switch (trackingResult.getStoppingReason()) {
case vpRBTrackingStoppingReason::EXCEPTION:
{
std::cout << "Encountered an exception during tracking, pose was not updated" << std::endl;
break;
}
case vpRBTrackingStoppingReason::NOT_ENOUGH_FEATURES:
{
std::cout << "There were not enough feature to perform tracking" << std::endl;
break;
}
case vpRBTrackingStoppingReason::OBJECT_NOT_IN_IMAGE:
{
std::cout << "Object is not in image" << std::endl;
break;
}
case vpRBTrackingStoppingReason::CONVERGENCE_CRITERION:
{
std::cout << "Convergence criterion reached:" << std::endl;
std::cout << "- Num iterations: " << trackingResult.getNumIterations() << std::endl;
std::cout << "- Convergence criterion: " << *(trackingResult.getConvergenceMetricValues().end() - 1) << std::endl;
break;
}
case vpRBTrackingStoppingReason::MAX_ITERS:
{
break;
}
default:
{
}
}
std::cout << "Tracking took " << vpTime::measureTimeMs() - trackingStart << "ms" << std::endl;
if (baseArgs.display) {
if (baseArgs.debugDisplay) {
const vpRBFeatureTrackerInput &lastFrame = tracker.getMostRecentFrame();
vpRBTrackerTutorial::displayNormals(lastFrame.renders.normals, InormDisplay);
vpRBTrackerTutorial::displayCanny(lastFrame.renders.silhouetteCanny, ICannyDisplay, lastFrame.renders.isSilhouette);
if (lastFrame.renders.color.getSize() > 0) {
IRender = lastFrame.renders.color;
vpDisplay::flush(IRender);
}
}
vpDisplay::displayText(Id, 20, 20, "Click to quit", vpColor::red);
tracker.display(Id, Icol, depthDisplay);
tracker.displayMask(IProbaDisplay);
vpDisplay::display(IProbaDisplay);
vpDisplay::displayFrame(Icol, cMo, cam, 0.05, vpColor::none, 2);
vpDisplay::flush(IProbaDisplay);
if (depth.getSize() > 0) {
vpDisplay::display(depthDisplay);
vpDisplay::flush(depthDisplay);
}
}
tracker.getPose(cMo);
result.push_back(cMo);
logger.logFrame(tracker, iter, Id, Icol, depthDisplay, IProbaDisplay);
if (sequenceArgs.stepByStep && baseArgs.display) {
}
std::cout << "Iter: " << iter << std::endl;
++im;
++iter;
if (im > readerRGB.getLastFrameIndex()) {
quit = true;
std::cout << "End of video reached" << std::endl;
}
double frameEnd = vpTime::measureTimeMs();
std::cout << "Frame took: " << frameEnd - frameStart << "ms" << std::endl;
plotter.plot(tracker, (frameEnd - expStart) / 1000.0);
if (vpDisplay::getClick(Id, false)) {
quit = true;
}
}
logger.close();
return EXIT_SUCCESS;
}
#else
int main()
{
std::cout << "This tutorial requires nlohmann_json 3rdparty." << std::endl;
}
#endif
Generic class defining intrinsic camera parameters.
static const vpColor red
Definition vpColor.h:198
static const vpColor none
Definition vpColor.h:210
static bool getClick(const vpImage< unsigned char > &I, bool blocking=true)
static void display(const vpImage< unsigned char > &I)
static void displayFrame(const vpImage< unsigned char > &I, const vpHomogeneousMatrix &cMo, const vpCameraParameters &cam, double size, const vpColor &color=vpColor::none, unsigned int thickness=1, const vpImagePoint &offset=vpImagePoint(0, 0), const std::string &frameName="", const vpColor &textColor=vpColor::black, const vpImagePoint &textOffset=vpImagePoint(15, 15))
static void flush(const vpImage< unsigned char > &I)
static void displayText(const vpImage< unsigned char > &I, const vpImagePoint &ip, const std::string &s, const vpColor &color)
error that can be emitted by ViSP classes.
Definition vpException.h:60
@ badValue
Used to indicate that a value is not in the allowed range.
Definition vpException.h:73
@ notImplementedError
Not implemented.
Definition vpException.h:69
unsigned int getWidth() const
Return the number of columns in the image.
unsigned int getHeight() const
Return the number of rows in the image.
Implementation of an homogeneous matrix and operations on such kind of matrices.
static void convert(const vpImage< unsigned char > &src, vpImage< vpRGBa > &dest)
Definition of the vpImage class member functions.
Definition vpImage.h:131
unsigned int getSize() const
Definition vpImage.h:221
static std::string formatString(const std::string &name, unsigned int val)
Command line argument parsing with support for JSON files. If a JSON file is supplied,...
static vpPanda3DFrameworkManager & getInstance()
All the data related to a single tracking frame. This contains both the input data (from a real camer...
vpRBRenderData renders
camera parameters
Class implementing the Render-Based Tracker (RBT).
Definition vpRBTracker.h:87
vpRBTrackingStoppingReason getStoppingReason() const
const std::vector< double > & getConvergenceMetricValues() const
unsigned int getNumIterations() const
Class that enables to manipulate easily a video file or a sequence of images. As it inherits from the...
long getLastFrameIndex()
void open(vpImage< vpRGBa > &I) VP_OVERRIDE
void setFileName(const std::string &filename)
void setFirstFrameIndex(const long first_frame)
long getFirstFrameIndex()
void acquire(vpImage< vpRGBa > &I) VP_OVERRIDE
VISP_EXPORT NpyArray npy_load(const std::string &fname)
std::vector< std::shared_ptr< vpDisplay > > makeDisplayGrid(unsigned int rows, unsigned int cols, unsigned int startX, unsigned int startY, unsigned int paddingX, unsigned int paddingY, Args &... args)
Create a grid of displays, given a set of images. All the displays will be initialized in the correct...
VISP_EXPORT double measureTimeMs()
void registerArguments(vpJsonArgumentParser &parser)
std::vector< size_t > shape
Definition vpIoTools.h:170
vpImage< vpRGBa > color
vpImage< vpRGBf > normals
vpImage< unsigned char > isSilhouette
Image containing the orientation of the gradients.
vpImage< float > silhouetteCanny