NumCpp  2.12.1
A Templatized Header Only C++ Implementation of the Python NumPy Library
uniformFilter.hpp
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1
28#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
37namespace nc::filter
38{
39 //============================================================================
40 // Method Description:
52 template<typename dtype>
54 uint32 inSize,
55 Boundary inBoundaryType = Boundary::REFLECT,
56 dtype inConstantValue = 0)
57 {
58 NdArray<dtype> arrayWithBoundary =
59 boundary::addBoundary2d(inImageArray, inBoundaryType, inSize, inConstantValue);
60 NdArray<dtype> output(inImageArray.shape());
61
62 const Shape inShape = inImageArray.shape();
63 const uint32 boundarySize = inSize / 2; // integer division
64 const uint32 endPointRow = boundarySize + inShape.rows;
65 const uint32 endPointCol = boundarySize + inShape.cols;
66
67 for (uint32 row = boundarySize; row < endPointRow; ++row)
68 {
69 for (uint32 col = boundarySize; col < endPointCol; ++col)
70 {
71 NdArray<dtype> window = arrayWithBoundary(Slice(row - boundarySize, row + boundarySize + 1),
72 Slice(col - boundarySize, col + boundarySize + 1));
73
74 output(row - boundarySize, col - boundarySize) = mean(window).item();
75 }
76 }
77
78 return output;
79 }
80} // namespace nc::filter
Holds 1D and 2D arrays, the main work horse of the NumCpp library.
Definition: NdArrayCore.hpp:139
const Shape & shape() const noexcept
Definition: NdArrayCore.hpp:4511
value_type item() const
Definition: NdArrayCore.hpp:3022
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:45
NdArray< dtype > addBoundary2d(const NdArray< dtype > &inImage, Boundary inBoundaryType, uint32 inKernalSize, dtype inConstantValue=0)
Definition: addBoundary2d.hpp:56
Definition: addBoundary1d.hpp:44
NdArray< dtype > uniformFilter(const NdArray< dtype > &inImageArray, uint32 inSize, Boundary inBoundaryType=Boundary::REFLECT, dtype inConstantValue=0)
Definition: uniformFilter.hpp:53
Boundary
Boundary condition to apply to the image filter.
Definition: Boundary.hpp:36
NdArray< double > mean(const NdArray< dtype > &inArray, Axis inAxis=Axis::NONE)
Definition: mean.hpp:52
std::uint32_t uint32
Definition: Types.hpp:40