GenerateCubesFromLabels
Repository source: GenerateCubesFromLabels
Description¶
Sometimes it is helpful to view the results of a segmentation without any post processing. This example converts the point data from a labeled volume into cell data. The surfaces are displayed as vtkPolydata. If you want to created smoothed polydata models from your segmented volumes, see the example GenerateModelsFromLabels. The input volume must be in MetaIO format.
Usage: GenerateCubesFromLabels InputVolume.mhd StartLabel EndLabel
where
InputVolume is a meta file containing a 3 volume of discrete labels.
StartLabel is the first label to be processed
EndLabel is the last label to be processed
NOTE: There can be gaps in the labeling. If a label does not exist in the volume, it will be skipped.
Note
This original source code for this example is here.
Other languages
See (Python), (PythonicAPI)
Question
If you have a question about this example, please use the VTK Discourse Forum
Code¶
GenerateCubesFromLabels.cxx
//
// GenerateCubesFromLabels
// Usage: GenerateCubesFromLabels InputVolume Startlabel Endlabel
// where
// InputVolume is a meta file containing a 3 volume of
// discrete labels.
// StartLabel is the first label to be processed
// EndLabel is the last label to be processed
// NOTE: There can be gaps in the labeling. If a label does
// not exist in the volume, it will be skipped.
//
//
#include <vtkCamera.h>
#include <vtkCameraOrientationRepresentation.h>
#include <vtkCameraOrientationWidget.h>
#include <vtkCellData.h>
#include <vtkGeometryFilter.h>
#include <vtkImageData.h>
#include <vtkImageWrapPad.h>
#include <vtkInteractorStyleSwitch.h>
#include <vtkMetaImageReader.h>
#include <vtkNamedColors.h>
#include <vtkNew.h>
#include <vtkPointData.h>
#include <vtkPolyDataMapper.h>
#include <vtkRenderWindow.h>
#include <vtkRenderWindowInteractor.h>
#include <vtkRenderer.h>
#include <vtkStringFormatter.h>
#include <vtkThreshold.h>
#include <vtkTransform.h>
#include <vtkTransformFilter.h>
#include <vtk_cli11.h>
namespace fs = std::filesystem;
namespace {
class Permute
{
// clang-format off
/*
* These transformations permute image and other geometric data to maintain
* proper orientation regardless of the acquisition order. After applying
* these transforms with vtkTransformFilter, a view up of 0, -1, 0 will
* result in the body part facing the viewer.
*
* NOTE: Some transformations have a -1 scale factor for one of the components.
* To ensure proper polygon orientation and normal direction,
* you must apply the vtkPolyDataNormals filter.
*
* Naming (the nomenclature is medical):
* si - superior to inferior (top to bottom)
* is - inferior to superior (bottom to top)
* ap - anterior to posterior (front to back)
* pa - posterior to anterior (back to front)
* lr - left to right
* rl - right to left
*
*/
// clang-format on
public:
/**
* Generate the transforms corresponding to the slice order.
*/
Permute()
{
GenerateTransforms();
}
virtual ~Permute() = default;
public:
/**
* Returns the vtkTransform corresponding to the permutation.
*
* @param permutation: The permutation.
* @return The vtkTransform corresponding to the permutation.
*/
vtkSmartPointer<vtkTransform> GetTransform(std::string const& permutation);
/**
* Print the homogenous matrix corresponding to the permutation.
*
* @param order: The permutation.
*/
void PrintTransform(std::string const& permutation);
/**
* Print all the homogenous matrices corresponding to the permutations.
*
*/
void PrintAlltransforms();
private:
/**
* @brief Generate the transforms and collect them into a map.
*
*/
void GenerateTransforms();
private:
std::map<std::string, vtkSmartPointer<vtkTransform>> transform;
// Used to generate the the homogenous matrices corresponding to the
// permutations.
std::array<double, 16> si_arr{1, 0, 0, 0, 0, 0, 1, 0,
0, -1, 0, 0, 0, 0, 0, 1};
std::array<double, 16> is_arr{1, 0, 0, 0, 0, 0, -1, 0,
0, -1, 0, 0, 0, 0, 0, 1};
std::array<double, 16> lr_arr{0, 0, -1, 0, 0, -1, 0, 0,
1, 0, 0, 0, 0, 0, 0, 1};
std::array<double, 16> rl_arr{0, 0, 1, 0, 0, -1, 0, 0,
1, 0, 0, 0, 0, 0, 0, 1};
std::array<double, 16> hf_arr{-1, 0, 0, 0, 0, 1, 0, 0,
0, 0, -1, 0, 0, 0, 0, 1};
// Used to print out the homogenous matrices in the order
// entered into the transform map.
std::vector<std::string> sort_order{};
};
class COWPlacement
{
public:
COWPlacement()
{
MakeLabelColor();
}
virtual ~COWPlacement() = default;
public:
/**
* @brief Make a camera orientation widget for a given renderer.
* * position has these values
* 0: LowerLeft,
* 1: UpperLeft,
* 2: LowerRight,
* 3: UpperRight - the default
*
* @param ren The renderer.
* @param lcKey The key specifying the desired labels and colors for the axes.
* @param position Where to position the camera orientation widget.
* @return The camera orientation widget.
*/
vtkNew<vtkCameraOrientationWidget>
MakeCOW(vtkRenderer* ren, std::string lcKey = "XYZ", int const& position = 3);
private:
typedef std::map<std::string, std::string> TAP;
typedef std::map<std::string, TAP> TAPS;
std::map<std::string, std::pair<TAP, TAP>> labelColor;
/**
* @brief Gather the defined axes labels and colors into a map.
* */
void MakeLabelColor();
};
} // namespace
int main(int argc, char* argv[])
{
CLI::App app{
"View the results of a segmentation without any post processing."
" The point data from a labeled volume is converted into cell data."};
// Define options
std::string fileName;
app.add_option("fileName", fileName, "Input volume e.g. Frog/frogtissue.mhd.")
->required()
->check(CLI::ExistingFile);
unsigned int startLabel{1};
app.add_option("startLabel", startLabel,
"The starting label in the input volume, e.g. 1.");
unsigned int endLabel{29};
app.add_option("endLabel", endLabel,
"The ending label in the input volume, e.g. 29.");
CLI11_PARSE(app, argc, argv);
if (startLabel > endLabel)
{
auto tmp = endLabel;
endLabel = startLabel;
startLabel = tmp;
}
vtkNew<vtkNamedColors> colors;
// Generate cubes from labels.
// 1) Read the meta file
// 2) Convert point data to cell data
// 3) Convert to geometry and display
vtkNew<vtkMetaImageReader> reader;
reader->SetFileName(fileName.c_str());
reader->Update();
// Pad the volume so that we can change the point data into cell.
// data.
int* extent = reader->GetOutput()->GetExtent();
vtkNew<vtkImageWrapPad> pad;
pad->SetInputConnection(reader->GetOutputPort());
pad->SetOutputWholeExtent(extent[0], extent[1] + 1, extent[2], extent[3] + 1,
extent[4], extent[5] + 1);
pad->Update();
// Copy the scalar point data of the volume into the scalar cell data.
pad->GetOutput()->GetCellData()->SetScalars(
reader->GetOutput()->GetPointData()->GetScalars());
vtkNew<vtkThreshold> selector;
selector->SetInputArrayToProcess(0, 0, 0,
vtkDataObject::FIELD_ASSOCIATION_CELLS,
vtkDataSetAttributes::SCALARS);
selector->SetInputConnection(pad->GetOutputPort());
selector->SetLowerThreshold(startLabel);
selector->SetUpperThreshold(endLabel);
selector->Update();
// Shift the geometry by 1/2.
vtkNew<vtkTransform> transform;
transform->Translate(-0.5, -0.5, -0.5);
vtkNew<vtkTransformFilter> transformModel;
transformModel->SetTransform(transform);
transformModel->SetInputConnection(selector->GetOutputPort());
vtkNew<vtkGeometryFilter> geometry;
geometry->SetInputConnection(transformModel->GetOutputPort());
vtkNew<vtkPolyDataMapper> mapper;
mapper->SetInputConnection(geometry->GetOutputPort());
mapper->SetScalarRange(startLabel, endLabel);
mapper->SetScalarModeToUseCellData();
mapper->SetColorModeToMapScalars();
vtkNew<vtkActor> actor;
actor->SetMapper(mapper);
vtkNew<vtkRenderer> ren;
ren->SetBackground(colors->GetColor3d("DarkSlateBlue").GetData());
vtkNew<vtkRenderWindow> renWin;
renWin->AddRenderer(ren);
renWin->SetSize(640, 480);
auto appFn = fs::path((app.get_name())).stem().string();
renWin->SetWindowName(appFn.c_str());
vtkNew<vtkRenderWindowInteractor> iRen;
iRen->SetRenderWindow(renWin);
auto is = vtkInteractorStyleSwitch::SafeDownCast(iRen->GetInteractorStyle());
if (is)
{
is->SetCurrentStyleToTrackballCamera();
}
// This transform positions the actors correctly.
// The right side of the frog will now face the observer.
auto permute = Permute();
auto adr = permute.GetTransform("is");
actor->SetUserTransform(adr);
ren->AddActor(actor);
renWin->Render();
vtkNew<vtkCamera> camera;
camera->Azimuth(-45.0);
camera->Elevation(45.0);
ren->SetActiveCamera(camera);
ren->ResetCamera();
camera->Dolly(1.2);
auto omp = COWPlacement();
// Important: The interactor must be set prior to enabling the widget.
auto cow = omp.MakeCOW(ren, "XYZ", 3);
cow->On();
auto category = "ADR";
auto cow1 = omp.MakeCOW(ren, category, 1);
cow1->On();
iRen->Initialize();
iRen->Start();
return EXIT_SUCCESS;
}
namespace {
void Permute::GenerateTransforms()
{
vtkNew<vtkMatrix4x4> si_mat;
si_mat->SetData(this->si_arr.data());
vtkNew<vtkMatrix4x4> is_mat;
is_mat->SetData(this->is_arr.data());
vtkNew<vtkMatrix4x4> lr_mat;
lr_mat->SetData(this->lr_arr.data());
vtkNew<vtkMatrix4x4> rl_mat;
rl_mat->SetData(this->rl_arr.data());
// The previous transforms assume radiological views of the slices
// (viewed from the feet).
// Other modalities such as physical sectioning may view from the head.
// The following transforms modify the original with a 180° rotation
// about the y-axis.
vtkNew<vtkMatrix4x4> hf_mat;
hf_mat->SetData(this->hf_arr.data());
vtkNew<vtkTransform> si_trans;
si_trans->SetMatrix(si_mat);
this->transform["si"] = si_trans;
this->sort_order.push_back("si");
vtkNew<vtkTransform> is_trans;
is_trans->SetMatrix(is_mat);
this->transform["is"] = is_trans;
this->sort_order.push_back("is");
vtkNew<vtkTransform> ap_trans;
ap_trans->Scale(1, -1, 1);
this->transform["ap"] = ap_trans;
this->sort_order.push_back("ap");
vtkNew<vtkTransform> pa_trans;
pa_trans->Scale(1, -1, -1);
this->transform["pa"] = pa_trans;
this->sort_order.push_back("pa");
vtkNew<vtkTransform> lr_trans;
lr_trans->SetMatrix(lr_mat);
this->transform["lr"] = lr_trans;
this->sort_order.push_back("lr");
vtkNew<vtkTransform> rl_trans;
lr_trans->SetMatrix(rl_mat);
this->transform["rl"] = rl_trans;
this->sort_order.push_back("rl");
vtkNew<vtkTransform> hf_trans;
hf_trans->SetMatrix(hf_mat);
this->transform["hf"] = hf_trans;
this->sort_order.push_back("hf");
vtkNew<vtkTransform> hf_si_trans;
hf_si_trans->SetMatrix(hf_mat);
hf_si_trans->Concatenate(si_mat);
this->transform["hfsi"] = hf_si_trans;
this->sort_order.push_back("hfsi");
vtkNew<vtkTransform> hf_is_trans;
hf_is_trans->SetMatrix(hf_mat);
hf_is_trans->Concatenate(is_mat);
this->transform["hfis"] = hf_is_trans;
this->sort_order.push_back("hfis");
vtkNew<vtkTransform> hf_ap_trans;
hf_ap_trans->SetMatrix(hf_mat);
hf_ap_trans->Scale(1, -1, 1);
this->transform["hfap"] = hf_ap_trans;
this->sort_order.push_back("hfap");
vtkNew<vtkTransform> hf_pa_trans;
hf_pa_trans->SetMatrix(hf_mat);
hf_pa_trans->Scale(1, -1, -1);
this->transform["hfpa"] = hf_pa_trans;
this->sort_order.push_back("hfpa");
vtkNew<vtkTransform> hf_lr_trans;
hf_lr_trans->SetMatrix(hf_mat);
hf_lr_trans->Concatenate(lr_mat);
this->transform["hflr"] = hf_lr_trans;
this->sort_order.push_back("hflr");
vtkNew<vtkTransform> hf_rl_trans;
hf_rl_trans->SetMatrix(hf_mat);
hf_rl_trans->Concatenate(rl_mat);
this->transform["hfrl"] = hf_rl_trans;
this->sort_order.push_back("hfrl");
// Identity
this->transform["I"] = vtkNew<vtkTransform>();
this->sort_order.push_back("I");
// Zero
vtkNew<vtkTransform> z_trans;
z_trans->Scale(0, 0, 0);
this->transform["Z"] = z_trans;
this->sort_order.push_back("Z");
}
void Permute::PrintTransform(std::string const& permutation)
{
auto m = this->transform[permutation]->GetMatrix();
vtk::println(permutation);
for (int i = 0; i < 4; ++i)
{
for (int j = 0; j < 4; ++j)
{
if (j < 3)
{
vtk::print("{:>6.2g}", m->GetElement(i, j));
}
else
{
vtk::println("{:>6.2g}", m->GetElement(i, j));
}
}
}
}
void Permute::PrintAlltransforms()
{
for (auto const& k : this->sort_order)
{
PrintTransform(k);
}
}
vtkSmartPointer<vtkTransform>
Permute::GetTransform(std::string const& permutation)
{
return this->transform[permutation];
}
void COWPlacement::MakeLabelColor()
{
vtkNew<vtkNamedColors> nc;
// Define the axes labels and colors.
// The three digit key refers to the positive X,Y,Z axes.
// clang-format off
TAPS labels {
// Labels are: Anterior, Posterior, Dorsal, Ventral, Left, Right
{"ADL",{{"+X", "A"}, {"+Y", "D"}, {"+Z", "L"}, {"-X", "P"}, {"-Y", "V"}, {"-Z", "R"}}},
{"ALV",{{"+X", "A"}, {"+Y", "L"}, {"+Z", "V"}, {"-X", "P"}, {"-Y", "R"}, {"-Z", "D"}}},
{"ADR",{{"+X", "A"}, {"+Y", "D"}, {"+Z", "R"}, {"-X", "P"}, {"-Y", "V"}, {"-Z", "L"}}},
{"ARV",{{"+X", "A"}, {"+Y", "R"}, {"+Z", "V"}, {"-X", "P"}, {"-Y", "L"}, {"-Z", "D"}}},
{"PDL",{{"+X", "P"}, {"+Y", "D"}, {"+Z", "L"}, {"-X", "A"}, {"-Y", "V"}, {"-Z", "R"}}},
// Labels are: Left, Right, Superior, Inferior, Anterior, Posterior
{"LAS",{{"+X", "L"}, {"+Y", "A"}, {"+Z", "S"}, {"-X", "R"}, {"-Y", "P"}, {"-Z", "I"}}},
{"LPA",{{"+X", "L"}, {"+Y", "P"}, {"+Z", "A"}, {"-X", "R"}, {"-Y", "A"}, {"-Z", "S"}}},
{"LPS",{{"+X", "L"}, {"+Y", "P"}, {"+Z", "S"}, {"-X", "R"}, {"-Y", "A"}, {"-Z", "I"}}},
{"LSA",{{"+X", "L"}, {"+Y", "S"}, {"+Z", "A"}, {"-X", "R"}, {"-Y", "I"}, {"-Z", "A"}}},
{"RAP",{{"+X", "R"}, {"+Y", "A"}, {"+Z", "P"}, {"-X", "L"}, {"-Y", "I"}, {"-Z", "S"}}},
{"RAS",{{"+X", "R"}, {"+Y", "A"}, {"+Z", "S"}, {"-X", "L"}, {"-Y", "P"}, {"-Z", "I"}}},
{"RPS",{{"+X", "R"}, {"+Y", "P"}, {"+Z", "S"}, {"-X", "L"}, {"-Y", "A"}, {"-Z", "I"}}},
{"RSP",{{"+X", "R"}, {"+Y", "S"}, {"+Z", "P"}, {"-X", "L"}, {"-Y", "I"}, {"-Z", "A"}}},
{"SAL",{{"+X", "S"}, {"+Y", "A"}, {"+Z", "L"}, {"-X", "I"}, {"-Y", "P"}, {"-Z", "R"}}},
// Default labels.
{"XYZ", {}},
};
// Label colors.
TAP c1{
{"+X", "IndianRed"},{"-X", "FireBrick"},
{"+Y", "LimeGreen"},{"-Y", "DarkGreen"},
{"+Z", "SkyBlue"}, {"-Z", "DeepSkyBlue"}
};
TAPS colors {
{"ADL", c1},
{"ALV", c1},
{"ADR", c1},
{"ARV", c1},
{"PDL", c1},
// Default colors.
{"LAS", {}},
{"LPS", {}},
{"LPA", {}},
{"LSA", {}},
{"RAP", {}},
{"RAS", {}},
{"RPS", {}},
{"RSP", {}},
{"SAL", {}},
// The default.
{"XYZ", {}},
};
// clang-format on
// Gather the defined axes labels and colors into a map.
// The keys must be the same in the labels and colors variables.
std::set<std::string> labelKeys;
for (auto&& label : labels)
{
labelKeys.insert(label.first);
}
std::set<std::string> colorKeys;
for (auto&& label : colors)
{
colorKeys.insert(label.first);
}
std::vector<std::string> commonKeys;
std::set_intersection(labelKeys.begin(), labelKeys.end(), colorKeys.begin(),
colorKeys.end(), std::back_inserter(commonKeys));
for (auto&& k : commonKeys)
{
this->labelColor[k] = {labels[k], colors[k]};
}
};
vtkNew<vtkCameraOrientationWidget>
COWPlacement::MakeCOW(vtkRenderer* ren, std::string lcKey, int const& position)
{
std::set<std::string> keys;
for (auto&& label : this->labelColor)
{
keys.insert(label.first);
}
auto it = keys.find(lcKey);
if (it == keys.end())
{
std::string res =
"Invalid key for axes labels and colors.\nValid keys are: ";
for (const auto& [key, value] : this->labelColor)
{
res += fmt::format("{:s}, ", key);
}
if (res.length() >= 2)
{
auto pos = res.length() - 2;
res.replace(pos, 2, "");
}
res += "\nUsing the key: XYZ";
vtk::println("{:}", res);
lcKey = "XYZ";
}
auto lc = this->labelColor[lcKey];
vtkNew<vtkCameraOrientationRepresentation> rep;
switch (position)
{
case 0:
rep->AnchorToLowerLeft();
break;
case 1:
rep->AnchorToUpperLeft();
break;
case 2:
rep->AnchorToLowerRight();
break;
default:
rep->AnchorToUpperRight();
}
if (!lc.first.empty())
{
rep->SetXPlusLabelText(lc.first["+X"]);
rep->SetXMinusLabelText(lc.first["-X"]);
rep->SetYPlusLabelText(lc.first["+Y"]);
rep->SetYMinusLabelText(lc.first["-Y"]);
rep->SetZPlusLabelText(lc.first["+Z"]);
rep->SetZMinusLabelText(lc.first["-Z"]);
}
if (!lc.second.empty())
{
vtkNew<vtkNamedColors> colors;
rep->SetXAxisColor(colors->GetColor3d(lc.second["+X"]).GetData());
rep->SetYAxisColor(colors->GetColor3d(lc.second["+Y"]).GetData());
rep->SetZAxisColor(colors->GetColor3d(lc.second["+Z"]).GetData());
}
vtkNew<vtkCameraOrientationWidget> cow;
cow->SetParentRenderer(ren);
cow->SetRepresentation(rep);
cow->Off();
return cow;
}
} // namespace
CMakeLists.txt¶
cmake_minimum_required(VERSION 3.12 FATAL_ERROR)
project(GenerateCubesFromLabels)
find_package(VTK COMPONENTS
CommonColor
CommonCore
CommonDataModel
CommonTransforms
FiltersCore
FiltersGeneral
FiltersGeometry
IOImage
ImagingCore
InteractionStyle
RenderingContextOpenGL2
RenderingCore
RenderingFreeType
RenderingGL2PSOpenGL2
RenderingOpenGL2
)
if (NOT VTK_FOUND)
message(FATAL_ERROR "GenerateCubesFromLabels: Unable to find the VTK build folder.")
endif()
# Prevent a "command line is too long" failure in Windows.
set(CMAKE_NINJA_FORCE_RESPONSE_FILE "ON" CACHE BOOL "Force Ninja to use response files.")
add_executable(GenerateCubesFromLabels MACOSX_BUNDLE GenerateCubesFromLabels.cxx )
target_link_libraries(GenerateCubesFromLabels PRIVATE ${VTK_LIBRARIES}
)
# vtk_module_autoinit is needed
vtk_module_autoinit(
TARGETS GenerateCubesFromLabels
MODULES ${VTK_LIBRARIES}
)
Download and Build GenerateCubesFromLabels¶
Click here to download GenerateCubesFromLabels and its CMakeLists.txt file. Once the tarball GenerateCubesFromLabels.tar has been downloaded and extracted,
cd GenerateCubesFromLabels/build
If VTK is installed:
cmake ..
If VTK is not installed but compiled on your system, you will need to specify the path to your VTK build:
cmake -DVTK_DIR:PATH=/home/me/vtk_build ..
Build the project:
make
and run it:
./GenerateCubesFromLabels
WINDOWS USERS
Be sure to add the VTK bin directory to your path. This will resolve the VTK dll's at run time.
