NumCpp  2.9.0
A Templatized Header Only C++ Implementation of the Python NumPy Library
uniformFilter.hpp
Go to the documentation of this file.
1 #pragma once
29 
30 #include "NumCpp/Core/Shape.hpp"
31 #include "NumCpp/Core/Slice.hpp"
32 #include "NumCpp/Core/Types.hpp"
35 #include "NumCpp/NdArray.hpp"
36 
37 namespace nc
38 {
39  namespace filter
40  {
41  //============================================================================
42  // Method Description:
54  template<typename dtype>
56  uint32 inSize,
57  Boundary inBoundaryType = Boundary::REFLECT,
58  dtype inConstantValue = 0)
59  {
60  NdArray<dtype> arrayWithBoundary =
61  boundary::addBoundary2d(inImageArray, inBoundaryType, inSize, inConstantValue);
62  NdArray<dtype> output(inImageArray.shape());
63 
64  const Shape inShape = inImageArray.shape();
65  const uint32 boundarySize = inSize / 2; // integer division
66  const uint32 endPointRow = boundarySize + inShape.rows;
67  const uint32 endPointCol = boundarySize + inShape.cols;
68 
69  for (uint32 row = boundarySize; row < endPointRow; ++row)
70  {
71  for (uint32 col = boundarySize; col < endPointCol; ++col)
72  {
73  NdArray<dtype> window = arrayWithBoundary(Slice(row - boundarySize, row + boundarySize + 1),
74  Slice(col - boundarySize, col + boundarySize + 1));
75 
76  output(row - boundarySize, col - boundarySize) = mean(window).item();
77  }
78  }
79 
80  return output;
81  }
82  } // namespace filter
83 } // namespace nc
Holds 1D and 2D arrays, the main work horse of the NumCpp library.
Definition: NdArrayCore.hpp:72
Shape shape() const noexcept
Definition: NdArrayCore.hpp:4092
value_type item() const
Definition: NdArrayCore.hpp:2809
A Shape Class for NdArrays.
Definition: Core/Shape.hpp:41
uint32 rows
Definition: Core/Shape.hpp:44
uint32 cols
Definition: Core/Shape.hpp:45
A Class for slicing into NdArrays.
Definition: Slice.hpp:44
NdArray< dtype > addBoundary2d(const NdArray< dtype > &inImage, Boundary inBoundaryType, uint32 inKernalSize, dtype inConstantValue=0)
Definition: addBoundary2d.hpp:60
NdArray< dtype > uniformFilter(const NdArray< dtype > &inImageArray, uint32 inSize, Boundary inBoundaryType=Boundary::REFLECT, dtype inConstantValue=0)
Definition: uniformFilter.hpp:55
Boundary
Boundary condition to apply to the image filter.
Definition: Boundary.hpp:38
Definition: Coordinate.hpp:45
NdArray< double > mean(const NdArray< dtype > &inArray, Axis inAxis=Axis::NONE)
Definition: mean.hpp:52
std::uint32_t uint32
Definition: Types.hpp:40