图像灰度处理与边缘检测
图片是从网上下载,先将其处理为灰度图像,之后进行边缘检测。
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 | #ifndef INITIAL_OPENGL #define INITIAL_OPENGL #include"vtkAutoInit.h" VTK_MODULE_INIT(vtkRenderingOpenGL2) VTK_MODULE_INIT(vtkInteractionStyle) #endif //转为灰度和滤波 int main() { vtkSmartPointer<vtkJPEGReader> reader1 = vtkSmartPointer<vtkJPEGReader>::New(); reader1->SetFileName( "D:\\QTData\\Vtk-new\\figure2.jpg" ); reader1->Update(); //图像灰度化 vtkSmartPointer<vtkImageLuminance> luminanceFilter = vtkSmartPointer<vtkImageLuminance>::New(); luminanceFilter->SetInputConnection(reader1->GetOutputPort()); luminanceFilter->Update(); //计算图像梯度 vtkSmartPointer<vtkImageGradient> imgGradient = vtkSmartPointer<vtkImageGradient>::New(); imgGradient->SetInputConnection(luminanceFilter->GetOutputPort()); imgGradient->SetDimensionality(2); //图像维数 //计算梯度向量的2范数,即向量的模 vtkSmartPointer<vtkImageMagnitude> imgMagnitude = vtkSmartPointer<vtkImageMagnitude>::New(); imgMagnitude->SetInputConnection(imgGradient->GetOutputPort()); imgMagnitude->Update(); double Range[2]; vtkSmartPointer<vtkImageData> getRange = vtkSmartPointer<vtkImageData>::New(); imgMagnitude->GetOutput()->GetScalarRange(Range); //图像灰度范围最小值、最大值 //调整图像的数据范围 vtkSmartPointer<vtkImageShiftScale> imgShiftScale = vtkSmartPointer<vtkImageShiftScale>::New(); imgShiftScale->SetOutputScalarTypeToUnsignedChar(); //强制类型转换 0~255 imgShiftScale->SetScale(255 / Range[1]); //灰度映射间距 imgShiftScale->SetInputConnection(imgMagnitude->GetOutputPort()); imgShiftScale->Update(); vtkSmartPointer<vtkImageActor> origActor = vtkSmartPointer<vtkImageActor>::New(); origActor->SetInputData(reader1->GetOutput()); vtkSmartPointer<vtkImageActor> GradientActor = vtkSmartPointer<vtkImageActor>::New(); GradientActor->SetInputData(imgShiftScale->GetOutput()); double origView[4] = { 0, 0, 0.5, 1 }; double gradientView[4] = { 0.5, 0, 1, 1 }; vtkSmartPointer<vtkRenderer> origRender = vtkSmartPointer<vtkRenderer>::New(); origRender->SetViewport(origView); origRender->AddActor(origActor); origRender->ResetCamera(); origRender->SetBackground(1.0, 0, 0); vtkSmartPointer<vtkRenderer> gradientRender = vtkSmartPointer<vtkRenderer>::New(); gradientRender->SetViewport(gradientView); gradientRender->AddActor(GradientActor); gradientRender->ResetCamera(); gradientRender->SetBackground(1, 1, 1); vtkSmartPointer<vtkRenderWindow> rw = vtkSmartPointer<vtkRenderWindow>::New(); rw->AddRenderer(origRender); rw->AddRenderer(gradientRender); rw->SetSize(640, 320); rw->SetWindowName( "Image Gradient" ); vtkSmartPointer<vtkRenderWindowInteractor> rwi = vtkSmartPointer<vtkRenderWindowInteractor>::New(); vtkSmartPointer<vtkInteractorStyleImage> style = vtkSmartPointer<vtkInteractorStyleImage>::New(); rwi->SetRenderWindow(rw); rwi->SetInteractorStyle(style); rwi->Initialize(); rwi->Start(); return 0; } |
实现结果如下图所示:
参考:https://www.cnblogs.com/ybqjymy/p/14241281.html
https://blog.csdn.net/shenziheng1/article/details/54747184
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