I have a point-cloud. I want to get its RGB value. How can I do that?
To make my question clearer, please see the codes.
// Load the first input file into a PointCloud<T> with an appropriate type :
pcl::PointCloud<pcl::PointXYZRGB>::Ptr cloud1 (new pcl::PointCloud<pcl::PointXYZRGB>);
if (pcl::io::loadPCDFile<pcl::PointXYZRGB> ("../data/station1.pcd", *cloud1) == -1)
{
std::cout << "Error reading PCD file !!!" << std::endl;
exit(-1);
}
I want to get each value alone
std::cout << " x = " << cloud1->points[11].x << std::endl;
std::cout << " y = " << cloud1->points[11].y << std::endl;
std::cout << " z = " << cloud1->points[11].z << std::endl;
std::cout << " r = " << cloud1->points[11].r << std::endl;
std::cout << " g = " << cloud1->points[11].g << std::endl;
std::cout << " b = " << cloud1->points[11].b << std::endl;
But as a result I get something like that :
x = 2.33672
y = 3.8102
z = 8.86153
r = �
g = w
b = �
From the point cloud docs:
A point structure representing Euclidean xyz coordinates, and the RGB color.
Due to historical reasons (PCL was first developed as a ROS package), the RGB information is packed into an integer and casted to a float. This is something we wish to remove in the near future, but in the meantime, the following code snippet should help you pack and unpack RGB colors in your PointXYZRGB structure:
// pack r/g/b into rgb
uint8_t r = 255, g = 0, b = 0; // Example: Red color
uint32_t rgb = ((uint32_t)r << 16 | (uint32_t)g << 8 | (uint32_t)b);
p.rgb = *reinterpret_cast<float*>(&rgb);
To unpack the data into separate values, use:
PointXYZRGB p;
// unpack rgb into r/g/b
uint32_t rgb = *reinterpret_cast<int*>(&p.rgb);
uint8_t r = (rgb >> 16) & 0x0000ff;
uint8_t g = (rgb >> 8) & 0x0000ff;
uint8_t b = (rgb) & 0x0000ff;
Alternatively, from 1.1.0 onwards, you can use p.r, p.g, and p.b directly.
Definition at line 559 of file point_types.hpp.
Related
I want to read a png image using the libpng and store the pixel values into a std::vectorstd::vector<uint8_t>.
But the compilator throw an error.
My C++ code is :
char fileName[] = "test.png";
// We try to open the image file
FILE * inputImageFile;
if((inputImageFile = fopen(fileName, "rb")) == NULL) {
throw std::runtime_error("Error : can't open this file");
}
// We start the decompression
png_structp png = png_create_read_struct(PNG_LIBPNG_VER_STRING, NULL, NULL, NULL);
png_infop imageInfo = png_create_info_struct(png);
png_init_io(png, inputImageFile);
png_read_info(png, imageInfo);
// We store the image informations into privates variables
unsigned int width = png_get_image_width(png, imageInfo);
unsigned int height = png_get_image_height(png, imageInfo);
unsigned int colorType = png_get_color_type(png, imageInfo);
unsigned int bitDepth = png_get_bit_depth(png, imageInfo);
// We continue to read the image
png_read_update_info(png, imageInfo);
// We create a table to store the pixels values
png_bytep * rowPointers;
rowPointers = (png_bytep*)malloc(sizeof(png_bytep) * height);
// We allocate memory
for(unsigned int i = 0; i < height; i++) {
rowPointers[i] = (png_byte*)malloc(png_get_rowbytes(png, imageInfo));
}
// We finish the decompression
png_read_image(png, rowPointers);
png_destroy_read_struct(&png, &imageInfo, NULL);
std::cout << "Image Dimensions : " << width << "x" << height <<"\n";
// Now you can get the rgb values like this :
int x = 4;
int y = 7;
png_bytep pixel = &(rowPointers[y][x * 4]); // 4 for R, G, B, and the alpha value (the transparance)
// The "+" is here to print the value as a number
std::cout << "Image Pixel (x = 4, y = 7) : RGB(" << +pixel[0] << ", " << +pixel[1] << ", " << +pixel[2] << ")" << "\n";
std::cout << "Image Pixel (x = 4, y = 7) : transparance : " << +pixel[3] << "\n";
I have compiled my code like this : (on Linux)
g++ -o yourBinary youFile.cc -lpng
Now I want to replace this :
// We create a table to store the pixels values
png_bytep * rowPointers;
rowPointers = (png_bytep*)malloc(sizeof(png_bytep) * height);
// We allocate memory
for(unsigned int i = 0; i < height; i++) {
rowPointers[i] = (png_byte*)malloc(png_get_rowbytes(png, imageInfo));
}
// We finish the decompression
png_read_image(png, rowPointers);
png_destroy_read_struct(&png, &imageInfo, NULL);
// Now you can get the rgb values like this :
int x = 4;
int y = 7;
png_bytep pixel = &(rowPointers[y][x * 4]); // 4 for R, G, B, and the alpha value (the transparance)
std::cout << "Image Dimensions : " << width << "x" << height <<"\n";
std::cout << "Image Pixel (x = 4, y = 7) : RGB(" << +pixel[0] << ", " << +pixel[1] << ", " << +pixel[2] << ")" << "\n";
std::cout << "Image Pixel (x = 4, y = 7) : transparance : " << +pixel[3] << "\n";
By this :
std::vector<std::vector<uint8_t>> pixels;
pixels.reserve(height);
// We finish the decompression
png_read_image(png, pixels);
png_destroy_read_struct(&png, &imageInfo, NULL);
// Now you can get the rgb values like this :
int x = 4;
int y = 7;
std::cout << "Image Dimensions : " << width << "x" << height <<"\n";
std::cout << "Image Pixel (x = 4, y = 7) : RGB(" << +pixels[y][x * 4] << ", " << +pixels[y][x * 4 + 1] << ", " << +pixels[y][x * 4 + 2] << ")" << "\n";
std::cout << "Image Pixel (x = 4, y = 7) : transparance : " << +pixels[y][x * 4 + 3] << "\n";
The error is :
test.cc: In function ‘int main()’:
test.cc:60:29: error: cannot convert ‘std::vector<std::vector<unsigned char> >’ to ‘png_bytepp {aka unsigned char**}’ for argument ‘2’ to ‘void png_read_image(png_structrp, png_bytepp)’
png_read_image(png, pixels);
But this doesn't work.
Can someone help me ?
You need to do more to pixels to get something compatible with png_read_image, and you need to fill pixels before using it.
#include <algorithm>
size_t row_bytes = png_get_rowbytes(png, imageInfo);
std::vector<std::vector<png_byte>> pixels (height, std::vector<png_byte>(row_bytes));
std::vector<png_byte *> ppixels(height);
std::transform(pixels.begin(), pixels.end(), ppixels.begin(), [](auto & vec){ return vec.data(); });
png_read_image(png, ppixels.data());
I'm trying to write a program that reads and writes PCL files without PCD (Point Cloud library),
I can read the positions of each point without a problem,
but the RGB value is written in uint32_t and I do not know how to read this format and translate it to RGB values.
# .PCD v0.7 - Point Cloud Data file format
VERSION 0.7
FIELDS x y z rgb
SIZE 4 4 4 4
TYPE F F F F
COUNT 1 1 1 1
WIDTH 100
HEIGHT 1
VIEWPOINT 0 0 0 1 0 0 0
POINTS 100
DATA ascii
-0.031568773 -0.99000001 0.99000013 2.3418052e-038
0.031568673 -0.98999995 0.99000013 2.3418052e-038
-0.031568974 -0.54999995 0.77000004 2.3418052e-038
0.031568889 -0.54999995 0.77000004 2.3418052e-038
convert the last value (2.3418052e-038) to RGB value?
Is there a way to do this without Point Cloud library?
Thank you.
Please read the below PLY format data from Wikipedia,
https://en.wikipedia.org/wiki/PLY_(file_format)
Adding a sample snippet to write a PLY file,
std::string fname = "sample.ply";
std::ofstream out(fname);
out << "ply\n";
out << "format ascii 1.0\n";
out << "comment\n";
out << "element vertex " << cloud5->points.size() << "\n";
out << "property float" << sizeof(float) * 8 << " x\n";
out << "property float" << sizeof(float) * 8 << " y\n";
out << "property float" << sizeof(float) * 8 << " z\n";
out << "property uchar red\n";
out << "property uchar green\n";
out << "property uchar blue\n";
out << "property list uchar int vertex_indices\n";
out << "end_header\n";
out.close();
out.open(fname, std::ios_base::app);
for (size_t i = 0; i < cloud5->points.size(); ++i)
{
out << cloud5->points[i].x << " " << cloud5->points[i].y << " " << cloud5->points[i].z << " " << (int)cloud5->points[i].r
<< " " << (int)cloud5->points[i].g << " " << (int)cloud5->points[i].b << "\n";
}
out.close();
I am playing around with cv::Mat and think my code really behaves weird, although I follow the syntax described in here.
Code:
std::cout << "parameter for matrices: " << "x = " << X << " y = " << Y << " psi = " << Psi << std::endl;
double dataRot[] = { cos(Psi), -sin(Psi), sin(Psi), cos(Psi) };
double dataTrans[] = { X, Y };
cv::Mat matRot(2, 2, CV_32FC1, dataRot);
cv::Mat matTrans(2, 1, CV_32FC1, dataTrans);
std::cout << "matRot = " << matRot.at<double>(0,0) << "," << matRot.at<double>(0,1) << ";" << matRot.at<double>(1,0) << "," << matRot.at<double>(1,1) << std::endl;
std::cout << "matRot = " << matRot << std::endl;
std::cout << "matTrans = " << matTrans.at<double>(0,0) << "," << matTrans.at<double>(0,1) << std::endl;
std::cout << "matTrans = " << matTrans << std::endl;
matOut = matRot*matIn + matTrans*cv::Mat::ones(1, matIn.cols, CV_32FC1);
Output:
parameter for matrices: x = 20.5 y = 20 psi = 0
matRot = 1,-0;-0,0
matRot = [0, 1.875;
0, -0]
matTrans = 20.5,20
matTrans = [0; 2.8203125]
Why is the identity matrix not initalized correctly?
And why does the second way of printing a matrix deliver wrong results?
Any help is appreciated.
Since you're working with double, the OpenCV matrix type should be CV_64FC1:
cv::Mat matRot(2, 2, CV_64FC1, dataRot);
cv::Mat matTrans(2, 1, CV_64FC1, dataTrans);
For simplicity, you can also use:
cv::Matx22d matRot(cos(Psi), -sin(Psi), sin(Psi), cos(Psi));
cv::Matx21d matTrans(X, Y);
or:
cv::Mat1d matRot = (cv::Mat1d(2,2) << cos(Psi), -sin(Psi), sin(Psi), cos(Psi));
cv::Mat1d matTrans = (cv::Mat1d(2,1) << X, Y);
and access values like:
std::cout << matRot(row, col);
I am doing some image processing using ITK and then using VTK to print the results in a .png format however, the output image is always black.
Currently, I am converting itk::Image to vtk::vtkImageData using the itk::ImagetoVTKImageFilter(typedeffed to ITKtoVTKFilterType in my code).
ITKtoVTKFilterType::Pointer itk2vtkGray = ITKtoVTKFilterType::New();
itk2vtkGray->SetInput(grayBinary); //grayBinary is of type itk::Image<unsigned short, 2>
itk2vtkGray->Update();
vtkSmartPointer<vtkImageData> grayVTK = vtkSmartPointer<vtkImageData>::New();
grayVTK->SetExtent(extent);
grayVTK->SetSpacing(m_spacing);
grayVTK->SetScalarTypeToUnsignedShort();
grayVTK->SetNumberOfScalarComponents(1);
grayVTK->AllocateScalars();
grayVTK->DeepCopy(static_cast<vtkImageData*>(itk2vtkGray->GetOutput()));
//grayVTK = itk2vtkGray->GetOutput();
I have even confirmed that my VTK ImageData contains values of either 255 or 0 using the following code.
int *dims = grayVTK->GetDimensions();
std::cout << "Dims: " << " x: " << dims[0] << " y: " << dims[1] << " z: " << dims[2] << std::endl;
std::cout << "Number of points: " << grayVTK->GetNumberOfPoints() << std::endl;
std::cout << "Number of cells: " << grayVTK->GetNumberOfCells() << std::endl;
for (int y = 0; y < dims[1]; y++)
{
for (int x = 0; x < dims[0]; x++)
{
unsigned short *pixel = static_cast<unsigned short*>(grayVTK->GetScalarPointer(x,y,0));
std::cout << "PIXEL LOC/VAL "<< y*dims[0] + x << " " << pixel[0] <<std::endl;
}
std::cout << std::endl;
}
I then go on to do an ImageCast to ensure the type of the data is unsignedShort.
vtkSmartPointer<vtkImageCast> cast2 = vtkSmartPointer<vtkImageCast>::New();
cast2->SetInput(grayVTK);
cast2->SetOutputScalarTypeToUnsignedShort();
cast2->ClampOverflowOn();
cast2->Update();
Then finally I use vtkPNGwriter to output the .png files. Notice that I have tried to output both the actual vtkImageData as well as output from the ImageCastFilter.
vtkSmartPointer<vtkPNGWriter> writer =
vtkSmartPointer<vtkPNGWriter>::New();
writer->SetFileName(filename.toStdString().c_str());
writer->SetInputConnection(cast2->GetOutputPort());
//writer->SetInput(grayVTK); I have tried to method as well but to no success
writer->Write();
However, the .png output is always black. Does anyone know what I am doing wrong.
For future reference it seems that many PNG readers do not display 16 bit data. Hence the casting I was doing to unsigned short at the end should have rather been to char.
vtkSmartPointer<vtkImageCast> cast2 = vtkSmartPointer<vtkImageCast>::New();
cast2->SetInput(grayVTK);
cast2->SetOutputScalarTypeToChar();
cast2->ClampOverflowOn();
cast2->Update();
I've already asked this question, but that was about FreeImage. Now I'm trying to do the same thing with ImageMagick (to be more correct, with Magick++).
All I need is to get the RGB value of pixels in an image with the ability to print it out onto the screen. I asked this in the ImageMagick forum, but it seems there is nobody there. :-( Can anybody help, please?
Version 6 API
Given an "Image" object, you have to request a "pixel cache", then work with it. Documentation is here and here:
// load an image
Magick::Image image("test.jpg");
int w = image.columns();
int h = image.rows();
// get a "pixel cache" for the entire image
Magick::PixelPacket *pixels = image.getPixels(0, 0, w, h);
// now you can access single pixels like a vector
int row = 0;
int column = 0;
Magick::Color color = pixels[w * row + column];
// if you make changes, don't forget to save them to the underlying image
pixels[0] = Magick::Color(255, 0, 0);
image.syncPixels();
// ...and maybe write the image to file.
image.write("test_modified.jpg");
Version 7 API
Access to pixels has changed in version 7 (see: porting), but low-level access is still present:
MagickCore::Quantum *pixels = image.getPixels(0, 0, w, h);
int row = 0;
int column = 0;
unsigned offset = image.channels() * (w * row + column);
pixels[offset + 0] = 255; // red
pixels[offset + 1] = 0; // green
pixels[offset + 2] = 0; // blue
#Sga's answer didn't work for me, I'm using the ImageMagick-7.0.7-Q8 (8 bit depth) library.
Here's how I did it, to scan an image pixel by pixel and output each one's RGB value:
// "InitializeMagick" called beforehand!
void processImage()
{
std::ifstream fin;
std::stringstream fs;
fs << "/img.png";
std::cout << "Opening image \"" << fs.str() << "\".." << std::endl;
try
{
Image img;
img.read( fs.str() );
int imgWidth = img.columns();
int imgHeight = img.rows();
std::cout << "Image width: " << imgWidth << std::endl;
std::cout << "Image height: " << imgHeight << std::endl;
std::cout << "Image channels: " << img.channels() << std::endl;
img.modifyImage();
for ( int row = 0; row <= imgHeight; row++ )
{
for ( int column = 0; column <= imgWidth; column++ )
{
ColorRGB px = img.pixelColor( column, row );
std::cout << "Pixel " << column << "," << row << " R: " << px.red() << " G: " << px.green() <<
" B: " << px.blue() << std::endl;
}
}
}
catch ( Magick::Exception & error )
{
std::cerr << "Caught Magick++ exception: " << error.what() << std::endl;
}
fin.close(); // Close the file
}