[Olena-patches] last-svn-commit-120-gc7cb9f3 Improve OCR recognition.

* src/text_in_article_pbm.cc: Update call to text::recognition. * text/clean.hh: Resize text lines according to their x_height. * text/extract_lines.hh: Update call to extract::components. * text/merging.hh: Remove Debug. * text/recognition.hh: Update call to text::clean and do recognition only on lines considered as text. * subsampling/bilinear.hh, * upsampling/bs2x.hh: New. --- scribo/ChangeLog | 18 +++++ scribo/src/text_in_article_pbm.cc | 147 +++++++++++++++++++------------------ scribo/subsampling/bilinear.hh | 114 ++++++++++++++++++++++++++++ scribo/text/clean.hh | 86 ++++++++++------------ scribo/text/extract_lines.hh | 6 +- scribo/text/merging.hh | 30 ++++---- scribo/text/recognition.hh | 5 +- scribo/upsampling/bs2x.hh | 147 +++++++++++++++++++++++++++++++++++++ 8 files changed, 413 insertions(+), 140 deletions(-) create mode 100644 scribo/subsampling/bilinear.hh create mode 100644 scribo/upsampling/bs2x.hh diff --git a/scribo/ChangeLog b/scribo/ChangeLog index 97f15b8..f2850e0 100644 --- a/scribo/ChangeLog +++ b/scribo/ChangeLog @@ -1,5 +1,23 @@ 2010-04-30 Guillaume Lazzara &lt;z(a)lrde.epita.fr&gt; + Improve OCR recognition. + + * src/text_in_article_pbm.cc: Update call to text::recognition. + + * text/clean.hh: Resize text lines according to their x_height. + + * text/extract_lines.hh: Update call to extract::components. + + * text/merging.hh: Remove Debug. + + * text/recognition.hh: Update call to text::clean and do + recognition only on lines considered as text. + + * subsampling/bilinear.hh, + * upsampling/bs2x.hh: New. + +2010-04-30 Guillaume Lazzara &lt;z(a)lrde.epita.fr&gt; + * postprocessing/fill_object_holes.hh: New routine. 2010-04-30 Guillaume Lazzara &lt;z(a)lrde.epita.fr&gt; diff --git a/scribo/src/text_in_article_pbm.cc b/scribo/src/text_in_article_pbm.cc index 3f37529..e71d21b 100644 --- a/scribo/src/text_in_article_pbm.cc +++ b/scribo/src/text_in_article_pbm.cc @@ -48,12 +48,14 @@ #include <scribo/primitive/remove/separators.hh> #include <scribo/primitive/link/merge_double_link.hh> +#include <scribo/primitive/link/internal/dmax_width_and_height.hh> #include <scribo/primitive/link/with_single_left_link_dmax_ratio.hh> #include <scribo/primitive/link/with_single_right_link_dmax_ratio.hh> #include <scribo/primitive/group/from_single_link.hh> #include <scribo/filter/object_links_bbox_h_ratio.hh> +#include <scribo/filter/objects_small.hh> #include <scribo/debug/usage.hh> @@ -71,6 +73,7 @@ #include <scribo/preprocessing/denoise_fg.hh> +#include <scribo/io/xml/save_text_lines.hh> // #include <mln/morpho/closing/structural.hh> // #include <mln/win/rectangle2d.hh> @@ -80,6 +83,7 @@ const char *args_desc[][2] = { { "input.pbm", "A binary image. 'False' for object, 'True'\ for the background." }, + { "out.txt", "Text output" }, { "denoise", "1 enables denoising, 0 disables it. (enabled by default)" }, { "debug_dir", "Output directory for debug image" }, {0, 0} @@ -95,8 +99,7 @@ int main(int argc, char* argv[]) return scribo::debug::usage(argv, "Find text lines using left/right validation and display x-height in a binarized article.", "input.pbm out.txt <denoise: 0|1> <debug_dir>", - args_desc, - "Text output."); + args_desc); if (argc == 5) scribo::make::internal::debug_filename_prefix = argv[4]; @@ -151,13 +154,19 @@ int main(int argc, char* argv[]) components.add_separators(separators); // components.add_separators(whitespaces); + components = scribo::filter::components_small(components, 3); + /// Linking potential objects std::cout << "Linking objects..." << std::endl; object_links<L> left_link - = primitive::link::with_single_left_link_dmax_ratio(components, 2); + = primitive::link::with_single_left_link_dmax_ratio(components, + primitive::link::internal::dmax_width_and_height(1), + anchor::MassCenter); object_links<L> right_link - = primitive::link::with_single_right_link_dmax_ratio(components, 2); + = primitive::link::with_single_right_link_dmax_ratio(components, + primitive::link::internal::dmax_width_and_height(1), + anchor::MassCenter); // Validating left and right links. object_links<L> @@ -218,38 +227,38 @@ int main(int argc, char* argv[]) scribo::make::debug_filename("step1_looks_like_a_text_line.ppm")); - // Bboxes + line infos - { - std::ofstream file(scribo::make::debug_filename("step1_bboxes_100p.txt").c_str()); - std::ofstream file_50p(scribo::make::debug_filename("step1_bboxes_50p.txt").c_str()); - - for_all_lines(l, lines) - if (lines(l).tag() != line::Merged - && lines(l).tag() != line::Ignored - && lines(l).tag() != line::Pathological) - { - file << lines(l).bbox().pmin().row() << " " - << lines(l).bbox().pmin().col() << " " - << lines(l).bbox().pmax().row() << " " - << lines(l).bbox().pmax().col() << " " - << lines(l).card() << " " - << lines(l).baseline() << " " - << lines(l).x_height() << " " - << lines(l).meanline() << " " - << lines(l).d_height() << " " - << lines(l).a_height() << " " - << lines(l).char_space() << " " - << lines(l).char_width() << std::endl; +// // Bboxes + line infos +// { +// std::ofstream file(scribo::make::debug_filename("step1_bboxes_100p.txt").c_str()); +// // std::ofstream file_50p(scribo::make::debug_filename("step1_bboxes_50p.txt").c_str()); - file_50p << lines(l).bbox().pmin().row() / 2 << " " - << lines(l).bbox().pmin().col() / 2 << " " - << lines(l).bbox().pmax().row() / 2 << " " - << lines(l).bbox().pmax().col() / 2 << std::endl; - } +// for_all_lines(l, lines) +// if (lines(l).tag() != line::Merged +// && lines(l).tag() != line::Ignored +// && lines(l).tag() != line::Pathological) +// { +// file << lines(l).bbox().pmin().row() << " " +// << lines(l).bbox().pmin().col() << " " +// << lines(l).bbox().pmax().row() << " " +// << lines(l).bbox().pmax().col() << " " +// << lines(l).card() << " " +// << lines(l).baseline() << " " +// << lines(l).x_height() << " " +// << lines(l).meanline() << " " +// << lines(l).d_height() << " " +// << lines(l).a_height() << " " +// << lines(l).char_space() << " " +// << lines(l).char_width() << std::endl; + +// // file_50p << lines(l).bbox().pmin().row() / 2 << " " +// // << lines(l).bbox().pmin().col() / 2 << " " +// // << lines(l).bbox().pmax().row() / 2 << " " +// // << lines(l).bbox().pmax().col() / 2 << std::endl; +// } - file.close(); - file_50p.close(); - } +// file.close(); +// // file_50p.close(); +// } // mean and base lines. @@ -280,57 +289,49 @@ int main(int argc, char* argv[]) scribo::debug::save_bboxes_image(input, lines, scribo::make::debug_filename("step2_bboxes.ppm")); - //===== END OF DEBUG ===== - + { + std::ofstream file(scribo::make::debug_filename("step2_bboxes_100p.txt").c_str()); +// std::ofstream file_50p(scribo::make::debug_filename("step2_bboxes_50p.txt").c_str()); - scribo::text::recognition(lines, "fra", argv[2]); + for_all_lines(l, lines) + if (lines(l).tag() != line::Merged + && lines(l).tag() != line::Ignored + && lines(l).tag() != line::Pathological) + { + file << lines(l).bbox().pmin().row() << " " + << lines(l).bbox().pmin().col() << " " + << lines(l).bbox().pmax().row() << " " + << lines(l).bbox().pmax().col() << " " + << lines(l).card() << " " + << lines(l).baseline() << " " + << lines(l).x_height() << " " + << lines(l).meanline() << " " + << lines(l).d_height() << " " + << lines(l).a_height() << " " + << lines(l).char_space() << " " + << lines(l).char_width() << std::endl; +// file_50p << lines(l).bbox().pmin().row() / 2 << " " +// << lines(l).bbox().pmin().col() / 2 << " " +// << lines(l).bbox().pmax().row() / 2 << " " +// << lines(l).bbox().pmax().col() / 2 << std::endl; + } -// // Display median character space. -// { -// image2d<value::rgb8> output = data::convert(value::rgb8(), input); -// typedef mln::value::int_u<8> median_t; -// typedef mln::accu::stat::median_h<median_t> accu_t; -// util::array<accu_t> -// lspace_med(static_cast<unsigned>(grouped_objects.nlabels()) + 1); - -// for_all_components(i, filtered_objects.bboxes()) -// if (groups_packed(i) != 0) -// { -// if (hratio_filtered_links(i) != i) -// { -// unsigned -// space = filtered_objects.bbox(i).pmin().col() - filtered_objects.bbox(hratio_filtered_links(i)).pmax().col(); + file.close(); +// file_50p.close(); + } -// lspace_med(groups_packed(i)).take(space); -// } -// } + //===== END OF DEBUG ===== -// std::cout << "Drawing median character space" << std::endl; -// for_all_components(i, filtered_objects.bboxes()) -// if (groups_packed(i) != 0 && lspace_med(groups_packed(i)).card() > 1) -// { -// unsigned med = lspace_med(groups_packed(i)).to_result(); -// mln::draw::box(output, grouped_objects.bbox(groups_packed(i)), -// literal::purple); + scribo::io::xml::save_text_lines(argv[1], lines, "out.xml"); -// point2d -// beg = filtered_objects.bbox(i).pmax(), -// end = beg; -// beg.row() = filtered_objects.bbox(i).pmin().row(); -// mln::draw::line(output, beg, end, literal::cyan); -// beg.col() += med; -// end.col() += med; -// mln::draw::line(output, beg, end, literal::cyan); -// } -// io::ppm::save(output, "median_wspace.ppm"); + scribo::text::recognition(lines, "fra", argv[2]); -// } trace::exiting("main"); } diff --git a/scribo/subsampling/bilinear.hh b/scribo/subsampling/bilinear.hh new file mode 100644 index 0000000..cb95a11 --- /dev/null +++ b/scribo/subsampling/bilinear.hh @@ -0,0 +1,114 @@ +// Copyright (C) 2010 EPITA Research and Development Laboratory (LRDE) +// +// This file is part of Olena. +// +// Olena 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, version 2 of the License. +// +// Olena 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 Olena. If not, see <http://www.gnu.org/licenses/>. +// +// As a special exception, you may use this file as part of a free +// software project without restriction. Specifically, if other files +// instantiate templates or use macros or inline functions from this +// file, or you compile this file and link it with other files to produce +// an executable, this file does not by itself cause the resulting +// executable to be covered by the GNU General Public License. This +// exception does not however invalidate any other reasons why the +// executable file might be covered by the GNU General Public License. + +#ifndef SCRIBO_SUBSAMPLING_BILINEAR_HH +# define SCRIBO_SUBSAMPLING_BILINEAR_HH + +/// \file +/// +/// Bilinear subsampling. + +# include <mln/core/concept/image.hh> +# include <mln/opt/at.hh> + + +namespace scribo +{ + + namespace subsampling + { + + + template <typename I> + mln_concrete(I) + bilinear(const Image<I>& input_, int sub_ratio); + + +# ifndef MLN_INCLUDE_ONLY + + + template <typename I> + mln_concrete(I) + bilinear(const Image<I>& input_, int sub_ratio) + { + trace::entering("scribo::subsampling::bilinear"); + + const I& input = exact(input_); + mln_precondition(input.is_valid()); + mlc_is(mln_domain(I), box2d)::check(); + + mln_concrete(I) output(input.domain().nrows() / sub_ratio, + input.domain().ncols() / sub_ratio); + + std::cout << "output domain = " << output.domain() << std::endl; + + mln_piter(I) p(output.domain()); + mln_value(I) pixels[4]; + + def::coord + x_offset = input.domain().pmin().col(), + y_offset = input.domain().pmin().row(); + + for_all(p) + { + int x = round(-0.5 + p.col() * sub_ratio); + int y = round(-0.5 + p.row() * sub_ratio); + + if (x < 0) + x = 0; + else if (x >= geom::max_col(input)) + x = input.ncols() - 1; + + if (y < 0) + y = 0; + else if (y >= geom::max_row(input)) + y = input.nrows() - 1; + + double dx = (p.col() * sub_ratio) - x; + double dy = (p.row() * sub_ratio) - y; + + pixels[0] = opt::at(input, y + y_offset, x + x_offset); + pixels[1] = opt::at(input, y + y_offset, x + x_offset + 1); + pixels[2] = opt::at(input, y + y_offset + 1, x + x_offset); + pixels[3] = opt::at(input, y + y_offset + 1, x + x_offset + 1); + + output(p) = pixels[0] * (1 - dx) * (1 - dy) + pixels[1] * dx * (1 - dy) + + pixels[2] * (1 - dx) * dy + pixels[3] * dx * dy; + + } + + trace::exiting("scribo::subsampling::bilinear"); + return output; + } + +# endif // ! MLN_INCLUDE_ONLY + + + } // end of namespace subsampling + +} // end of namespace scribo + + +#endif // SCRIBO_SUBSAMPLING_BILINEAR_HH diff --git a/scribo/text/clean.hh b/scribo/text/clean.hh index ba200fc..fa31ebe 100644 --- a/scribo/text/clean.hh +++ b/scribo/text/clean.hh @@ -64,8 +64,9 @@ #include <mln/value/rgb8.hh> #include <mln/io/pgm/all.hh> -#include <sandbox/inim/2009/ocr/resize.hh> -#include <sandbox/fabien/mln/upsampling/hq2x.hh> +#include <scribo/upsampling/bs2x.hh> +#include <scribo/subsampling/bilinear.hh> + namespace scribo { @@ -80,69 +81,60 @@ namespace scribo /// /// \param[in] input_ A binary image. Object are set to 'false' /// and backgroud to 'true'. - /// \param[in] dmap_win_ A weighted window. /// /// \return An image. The text have better quality. // - template <typename I, typename W> + template <typename L, typename I> mln_concrete(I) - clean(const Image<I>& input_, const Weighted_Window<W>& dmap_win_); + clean(const line_info<L>& line, const Image<I>& input_); # ifndef MLN_INCLUDE_ONLY - template <typename I, typename W> + template <typename L, typename I> mln_concrete(I) - clean(const Image<I>& input_, const Weighted_Window<W>& dmap_win_) + clean(const line_info<L>& line, const Image<I>& input_) { trace::entering("scribo::text::clean"); const I& input = exact(input_); - const W& dmap_win = exact(dmap_win_); mlc_bool(mln_site_(I)::dim == 2)::check(); mlc_equal(mln_value(I),bool)::check(); mln_precondition(input.is_valid()); - mln_precondition(dmap_win.is_valid()); - (void) dmap_win; - - - // Resize - typedef image2d<value::rgb8> J; - J tmp = data::convert(value::rgb8(), input); - J clarge = tmp;//mln::upsampling::hq2x(tmp); (FIXME: re-enable) - - //FIXME: not generic! -// if (input.domain().pmax()[0] - input.domain().pmin()[0] <= 10) -// clarge = mln::upsampling::hq4x(clarge); - - I input_large = data::convert(bool(), clarge); - - // Blur - image2d<value::int_u8> - blur = linear::gaussian(data::convert(value::int_u8(), input_large), 2); - - // Skeleton constraint - I K = topo::skeleton::crest(input_large, blur, c8()); - - // Skeleton - I skel_on_gaussian = - morpho::skeleton_constrained(input_large, c8(), - topo::skeleton::is_simple_point<I,neighb2d>, - extend(K, false), arith::revert(blur)); - - // Dilation - win::octagon2d oct(7); - I dilate_on_gaussian = morpho::dilation(skel_on_gaussian, oct); - -// io::pgm::save(arith::revert(blur), "blur_revert.pgm"); -// io::pgm::save(blur, "gaussian.pgm"); -// io::pbm::save(input_large, mln::debug::filename("input_large_4x.pbm")); -// io::pbm::save(K, mln::debug::filename("K.pbm")); -// io::pbm::save(skel_on_gaussian, mln::debug::filename("skeleton_on_gaussian.pbm")); -// io::pbm::save(dilate_on_gaussian, mln::debug::filename("dilation_on_gaussian.pbm")); + mln_precondition(line.is_valid()); + + mln_concrete(I) output = duplicate(input); + + if (line.x_height() < 5) // Non significative text/remaining lines... + return output; + + float fact = line.x_height() / 40.0f; + std::cout << fact << " - " << output.domain() << std::endl; + if (fact < 1) + { + std::cout << "Upsampling..." << " - " + << std::ceil(fact) << std::endl; + while (fact < 1) + { + output = scribo::upsampling::bs2x(output); // 2x upsampling + fact *= 2.0f; +// std::cout << "fact = " << fact +// << " - output.domain = " << output.domain() +// << std::endl; + } + } + else if (fact > 2.5f) + { + std::cout << "subsampling::bilinear" << " - " + << std::ceil(fact) << std::endl; + output = subsampling::bilinear(output, std::ceil(fact - 0.5)); // math::floor instead? + + } + else + std::cout << "not cleaning text. Seems ok." << std::endl; trace::exiting("scribo::text::clean"); - return dilate_on_gaussian; + return output; } # endif // ! MLN_INCLUDE_ONLY diff --git a/scribo/text/extract_lines.hh b/scribo/text/extract_lines.hh index 44dca50..c720d70 100644 --- a/scribo/text/extract_lines.hh +++ b/scribo/text/extract_lines.hh @@ -47,7 +47,7 @@ # include <mln/util/graph.hh> # include <mln/value/label_16.hh> -# include <scribo/primitive/extract/objects.hh> +# include <scribo/primitive/extract/components.hh> # include <scribo/primitive/group/apply.hh> # include <scribo/primitive/link/with_several_left_links.hh> # include <scribo/primitive/link/with_several_right_links.hh> @@ -75,7 +75,7 @@ namespace scribo ** \param[in,out] nbboxes Will hold the number of bounding boxes ** at the end of the routine. ** - ** \return An object image with grouped potential text objects. + ** \return An object image with grouped potential text components. */ template <typename I, typename N, typename V> object_image(mln_ch_value(I,V)) @@ -103,7 +103,7 @@ namespace scribo typedef mln_ch_value(I,V) L; typedef object_image(L) text_t; - text_t text = scribo::primitive::extract::objects(input, nbh, nbboxes); + text_t text = scribo::primitive::extract::components(input, nbh, nbboxes); # ifndef SCRIBO_NDEBUG debug::save_bboxes_image(input, text.bboxes(), literal::red, diff --git a/scribo/text/merging.hh b/scribo/text/merging.hh index e509475..b29e63f 100644 --- a/scribo/text/merging.hh +++ b/scribo/text/merging.hh @@ -800,21 +800,21 @@ namespace scribo (void) ith_pass; - if (ith_pass == 1) - { - mln::io::pgm::save(log, "log_1.pgm"); - mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_1e.pgm"); - } - else if (ith_pass == 2) - { - mln::io::pgm::save(log, "log_2.pgm"); - mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_2e.pgm"); - } - else if (ith_pass == 3) - { - mln::io::pgm::save(log, "log_3.pgm"); - mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_3e.pgm"); - } +// if (ith_pass == 1) +// { +// mln::io::pgm::save(log, "log_1.pgm"); +// mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_1e.pgm"); +// } +// else if (ith_pass == 2) +// { +// mln::io::pgm::save(log, "log_2.pgm"); +// mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_2e.pgm"); +// } +// else if (ith_pass == 3) +// { +// mln::io::pgm::save(log, "log_3.pgm"); +// mln::io::pgm::save(data::wrap(int_u8(), billboard), "log_3e.pgm"); +// } } diff --git a/scribo/text/recognition.hh b/scribo/text/recognition.hh index 5927d44..72df1e2 100644 --- a/scribo/text/recognition.hh +++ b/scribo/text/recognition.hh @@ -128,11 +128,12 @@ namespace scribo /// Use text bboxes with Tesseract for_all_lines(i, lines) { - if (! lines(i).is_valid()) + if (! lines(i).is_valid() || lines(i).tag() != line::None || lines(i).type() != line::Text) continue; std::cout << "Text recognition... (" << i << "/" << lines.nelements() << ")" << std::endl; + std::cout << "x_height = " << lines(i).x_height() << std::endl; mln_domain(I) box = lines(i).bbox(); // Make sure characters are isolated from the borders. @@ -157,7 +158,7 @@ namespace scribo /// Improve text quality. /// text_ima_cleaned domain is larger than text_ima's. - I text_ima_cleaned = text::clean(text_ima, dmap_win); + I text_ima_cleaned = text::clean(lines(i), text_ima); mln::io::pbm::save(text_ima_cleaned, mln::debug::filename("line.pbm", debug_id++)); // Setting objects to 'True' diff --git a/scribo/upsampling/bs2x.hh b/scribo/upsampling/bs2x.hh new file mode 100644 index 0000000..6ff8546 --- /dev/null +++ b/scribo/upsampling/bs2x.hh @@ -0,0 +1,147 @@ +// Copyright (C) 2010 EPITA Research and Development Laboratory (LRDE) +// +// This file is part of Olena. +// +// Olena 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, version 2 of the License. +// +// Olena 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 Olena. If not, see <http://www.gnu.org/licenses/>. +// +// As a special exception, you may use this file as part of a free +// software project without restriction. Specifically, if other files +// instantiate templates or use macros or inline functions from this +// file, or you compile this file and link it with other files to produce +// an executable, this file does not by itself cause the resulting +// executable to be covered by the GNU General Public License. This +// exception does not however invalidate any other reasons why the +// executable file might be covered by the GNU General Public License. + +#ifndef SCRIBO_UPSAMPLING_BS2X_HH +# define SCRIBO_UPSAMPLING_BS2X_HH + +/// \file +/// +/// Scale 2x algorithm for binary images. + +# include <mln/core/concept/image.hh> +# include <mln/core/alias/box2d.hh> +# include <mln/opt/at.hh> +# include <mln/geom/all.hh> + + + +namespace scribo +{ + + namespace upsampling + { + using namespace mln; + + + /// \brief Scale 2x algorithm for binary images. + /// + // + template <typename I> + mln_concrete(I) + bs2x(const Image<I>& input); + + + +# ifndef MLN_INCLUDE_ONLY + + + template <typename I> + mln_concrete(I) + bs2x(const mln::Image<I>& input_) + { + trace::entering("scribo::upsampling::bs2x"); + + const I& input = exact(input_); + + mlc_is(mln_domain(I), mln::box2d)::check(); + mlc_is(mln_value(I), bool)::check(); + + mln_precondition(input.is_valid()); + + typedef mln_value(I) V; + + def::coord + mrow = geom::min_row(input), + mcol = geom::min_col(input); + + + mln_piter(I) p(input.domain()); + mln_concrete(I) output(mln::make::box2d(mrow, mcol, + mrow + 2 * input.nrows() - 1, + mcol + 2 * input.ncols() - 1)); + for_all(p) + { + def::coord + row = mrow + 2 * (p.row() - mrow), + col = mcol + 2 * (p.col() - mcol); + + if(p.row() == geom::min_row(input) + || p.col() == geom::min_col(input) + || p.row() == geom::max_row(input) + || p.col() == geom::max_col(input)) + { + mln::box2d b = mln::make::box2d(row, col, + row + 1, col + 1); + V value = opt::at(input, p.row(), p.col()); + + data::fill((output | b).rw(), value); + } + else + { + // nw n ne + // + // w value e + // + // sw s se + + V n = input(p + mln::up), + s = input(p + mln::down), + e = input(p + mln::right), + w = input(p + mln::left), + nw = input(p + mln::up_left), + ne = input(p + mln::up_right), + sw = input(p + mln::down_left), + se = input(p + mln::down_right), + value = input(p); + + if(e != w && n != s) + { + opt::at(output, row, col) = (w == n &&((se != nw) || !value)) ? w : value; + opt::at(output, row, col + 1) = (e == n &&((sw != ne) || !value)) ? e : value; + opt::at(output, row + 1, col) = (w == s &&((ne != sw) || !value)) ? w : value; + opt::at(output, row + 1, col + 1) = (e == s &&((nw != se) || !value)) ? e : value; + } + else + { + mln::box2d b = mln::make::box2d(row, col, + row + 1, col + 1); + data::fill((output | b).rw(), value); + } + } + } + + trace::exiting("scribo::upsampling::bs2x"); + return output; + } + +# endif // ! MLN_INCLUDE_ONLY + + + } // end of namespace upsampling + +} // end of namespace scribo + + +#endif // ! SCRIBO_UPSAMPLING_BS2X_HH -- 1.5.6.5