LBPM/analysis/imfilter.h
2023-10-23 04:18:20 -04:00

173 lines
9.8 KiB
C++

/*
Copyright 2013--2018 James E. McClure, Virginia Polytechnic & State University
Copyright Equnior ASA
This file is part of the Open Porous Media project (OPM).
OPM is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
OPM is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with OPM. If not, see <http://www.gnu.org/licenses/>.
*/
// These functions mimic the behavior of imfilter in MATLAB
#ifndef included_imfilter
#define included_imfilter
#include "common/Utilities.h"
#include "common/Array.h"
#include <vector>
namespace imfilter {
//! enum to store the BC type
enum class BC { fixed = 0, symmetric = 1, replicate = 2, circular = 3 };
/*!
* @brief N-D filtering of multidimensional images
* @details imfilter filters the multidimensional array A with the
* multidimensional filter H. The result B has the same size and class as A.
* @param[in] A The input array (Nx,Ny,Nz)
* @param[in] H The filter (2*Nhx+1,2*Nhy+1,...)
* @param[in] boundary The boundary conditions to apply (ndim):
* fixed - Input array values outside the bounds of the array are
* implicitly assumed to have the value X
* symmetric - Input array values outside the bounds of the array are
* computed by mirror-reflecting the array across the array border
* replicate - Input array values outside the bounds of the array are
* assumed to equal the nearest array border value
* circular - Input array values outside the bounds of the array are
* computed by implicitly assuming the input array is periodic.
* @param[in] X The value to use for boundary conditions (only used if boundary==fixed)
*/
template <class TYPE>
Array<TYPE> imfilter(const Array<TYPE> &A, const Array<TYPE> &H,
const std::vector<imfilter::BC> &boundary,
const TYPE X = 0);
/*!
* @brief N-D filtering of multidimensional images
* @details imfilter filters the multidimensional array A with the
* multidimensional filter H. The result B has the same size and class as A.
* @param[in] A The input array (Nx,Ny,Nz)
* @param[in] Nh The size of the filter
* @param[in] H The filter function to use ( y = H(data) )
* Note that the data passed to this function will be of size 2*Nh+1
* @param[in] boundary The boundary conditions to apply (ndim):
* fixed - Input array values outside the bounds of the array are
* implicitly assumed to have the value X
* symmetric - Input array values outside the bounds of the array are
* computed by mirror-reflecting the array across the array border
* replicate - Input array values outside the bounds of the array are
* assumed to equal the nearest array border value
* circular - Input array values outside the bounds of the array are
* computed by implicitly assuming the input array is periodic.
* @param[in] X The value to use for boundary conditions (only used if boundary==fixed)
*/
template <class TYPE>
Array<TYPE> imfilter(const Array<TYPE> &A, const std::vector<int> &Nh,
std::function<TYPE(const Array<TYPE> &)> H,
const std::vector<imfilter::BC> &boundary,
const TYPE X = 0);
/*!
* @brief N-D filtering of multidimensional images
* @details imfilter filters the multidimensional array A with the
* multidimensional filter H. The result B has the same size and class as A.
* This version works with separable filters and is more efficient than a single filter.
* @param[in] A The input array (Nx,Ny,Nz)
* @param[in] H The filter [2*Nhx+1,2*Nhy+1,...]
* @param[in] boundary The boundary conditions to apply (ndim):
* fixed - Input array values outside the bounds of the array are
* implicitly assumed to have the value X
* symmetric - Input array values outside the bounds of the array are
* computed by mirror-reflecting the array across the array border
* replicate - Input array values outside the bounds of the array are
* assumed to equal the nearest array border value
* circular - Input array values outside the bounds of the array are
* computed by implicitly assuming the input array is periodic.
* @param[in] X The value to use for boundary conditions (only used if boundary==fixed)
*/
template <class TYPE>
Array<TYPE>
imfilter_separable(const Array<TYPE> &A, const std::vector<Array<TYPE>> &H,
const std::vector<imfilter::BC> &boundary, const TYPE X = 0);
/*!
* @brief N-D filtering of multidimensional images
* @details imfilter filters the multidimensional array A with the
* multidimensional filter H. The result B has the same size and class as A.
* This version works with separable filters and is more efficient than a single filter.
* @param[in] A The input array (Nx,Ny,Nz)
* @param[in] Nh The filter size
* @param[in] boundary The boundary conditions to apply (ndim):
* fixed - Input array values outside the bounds of the array are
* implicitly assumed to have the value X
* symmetric - Input array values outside the bounds of the array are
* computed by mirror-reflecting the array across the array border
* replicate - Input array values outside the bounds of the array are
* assumed to equal the nearest array border value
* circular - Input array values outside the bounds of the array are
* computed by implicitly assuming the input array is periodic.
* @param[in] X The value to use for boundary conditions (only used if boundary==fixed)
*/
template <class TYPE>
Array<TYPE>
imfilter_separable(const Array<TYPE> &A, const std::vector<int> &Nh,
std::vector<std::function<TYPE(const Array<TYPE> &)>> H,
const std::vector<imfilter::BC> &boundary, const TYPE X = 0);
/*!
* @brief N-D filtering of multidimensional images
* @details imfilter filters the multidimensional array A with the
* multidimensional filter H. The result B has the same size and class as A.
* This version works with separable filters and is more efficient than a single filter.
* @param[in] A The input array (Nx,Ny,Nz)
* @param[in] H The filter [2*Nhx+1,2*Nhy+1,...]
* @param[in] Nh The filter size
* @param[in] boundary The boundary conditions to apply (ndim):
* fixed - Input array values outside the bounds of the array are
* implicitly assumed to have the value X
* symmetric - Input array values outside the bounds of the array are
* computed by mirror-reflecting the array across the array border
* replicate - Input array values outside the bounds of the array are
* assumed to equal the nearest array border value
* circular - Input array values outside the bounds of the array are
* computed by implicitly assuming the input array is periodic.
* @param[in] X The value to use for boundary conditions (only used if boundary==fixed)
*/
template <class TYPE>
Array<TYPE>
imfilter_separable(const Array<TYPE> &A, const std::vector<int> &Nh,
std::vector<std::function<TYPE(int, const TYPE *)>> H,
const std::vector<imfilter::BC> &boundary, const TYPE X = 0);
/**
* @brief Create a filter to use with imfilter
* @details This function creates one of several predefined filters
* to use with imfilter. The filter will always sum to 1.
* Note: this function allocates memory with the new command, the user must call delete.
*
* @param[in] N The stencil size in each direction
* @param[in] type The type of filter to create
* average - Simple averaging filter
* gaussian - Gaussian filter with given standard deviation.
* Optional argument is a double array of size ndim
* giving the standard deviation in each direction.
* A default value of 0.5 is used if not provided.
* \param[in] args An optional argument that some of the filters use
*/
template <class TYPE>
Array<TYPE> create_filter(const std::vector<int> &N, const std::string &type,
const void *args = NULL);
} // namespace imfilter
#include "analysis/imfilter.hpp"
#endif