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- //
- // Copyright 2019 Olzhas Zhumabek <anonymous.from.applecity@gmail.com>
- //
- // Use, modification and distribution are subject to the Boost Software License,
- // Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
- // http://www.boost.org/LICENSE_1_0.txt)
- //
- #ifndef BOOST_GIL_IMAGE_PROCESSING_HARRIS_HPP
- #define BOOST_GIL_IMAGE_PROCESSING_HARRIS_HPP
- #include <boost/gil/image_view.hpp>
- #include <boost/gil/typedefs.hpp>
- #include <boost/gil/extension/numeric/kernel.hpp>
- namespace boost { namespace gil {
- /// \defgroup CornerDetectionAlgorithms
- /// \brief Algorithms that are used to find corners in an image
- ///
- /// These algorithms are used to find spots from which
- /// sliding the window will produce large intensity change
- /// \brief function to record Harris responses
- /// \ingroup CornerDetectionAlgorithms
- ///
- /// This algorithm computes Harris responses
- /// for structure tensor represented by m11, m12_21, m22 views.
- /// Note that m12_21 represents both entries (1, 2) and (2, 1).
- /// Window length represents size of a window which is slided around
- /// to compute sum of corresponding entries. k is a discrimination
- /// constant against edges (usually in range 0.04 to 0.06).
- /// harris_response is an out parameter that will contain the Harris responses.
- template <typename T, typename Allocator>
- void compute_harris_responses(
- boost::gil::gray32f_view_t m11,
- boost::gil::gray32f_view_t m12_21,
- boost::gil::gray32f_view_t m22,
- boost::gil::detail::kernel_2d<T, Allocator> weights,
- float k,
- boost::gil::gray32f_view_t harris_response)
- {
- if (m11.dimensions() != m12_21.dimensions() || m12_21.dimensions() != m22.dimensions()) {
- throw std::invalid_argument("m prefixed arguments must represent"
- " tensor from the same image");
- }
- auto const window_length = weights.size();
- auto const width = m11.width();
- auto const height = m11.height();
- auto const half_length = window_length / 2;
- for (auto y = half_length; y < height - half_length; ++y)
- {
- for (auto x = half_length; x < width - half_length; ++x)
- {
- float ddxx = 0;
- float dxdy = 0;
- float ddyy = 0;
- for (gil::gray32f_view_t::coord_t y_kernel = 0;
- y_kernel < window_length;
- ++y_kernel) {
- for (gil::gray32f_view_t::coord_t x_kernel = 0;
- x_kernel < window_length;
- ++x_kernel) {
- ddxx += m11(x + x_kernel - half_length, y + y_kernel - half_length)
- .at(std::integral_constant<int, 0>{}) * weights.at(x_kernel, y_kernel);
- dxdy += m12_21(x + x_kernel - half_length, y + y_kernel - half_length)
- .at(std::integral_constant<int, 0>{}) * weights.at(x_kernel, y_kernel);
- ddyy += m22(x + x_kernel - half_length, y + y_kernel - half_length)
- .at(std::integral_constant<int, 0>{}) * weights.at(x_kernel, y_kernel);
- }
- }
- auto det = (ddxx * ddyy) - dxdy * dxdy;
- auto trace = ddxx + ddyy;
- auto harris_value = det - k * trace * trace;
- harris_response(x, y).at(std::integral_constant<int, 0>{}) = harris_value;
- }
- }
- }
- }} //namespace boost::gil
- #endif
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