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The branch exp/scribo-z has been updated discards fd14f7491b6b1e1fd681245831975fb2b0cbf444 (commit) discards 3395e22204f6f5aa71f07c7e569356ea119ab68a (commit) discards 04e5e93b8a69e6940b4e28c600151484ef024ba6 (commit) discards 765dcd042a37837d15c151468d0ce4c8f77e92b9 (commit) discards f334432ca1b5fd2f6586c7a96ab8301d7e0c4f77 (commit) discards 908bb2233d36c47a21c1bc0b86bf506eab94a2cc (commit) discards c79f4093a0641ebbbdaed55796ef8aa71938e0c2 (commit) discards a8aeee1d0e9c7ffbfee6d25b88d659bb8f285ec1 (commit) discards 2773488f5783df76597754f8c910c037079918fe (commit) discards 3ddc0515d344f48d6ab50c150580308f15568580 (commit) discards 83e3ae6691952232f588a93c492154ea698ece55 (commit) discards 5fe933b420d13f11dac15c74978e14695d571ffd (commit) discards 56ab6089148965ba35d9d7dc6f42a5faebefd5b9 (commit) discards d957e472bf28ca9e75a5a705f1ee76f2927f412d (commit) discards 466ad51b6263533cc66120943aa170816df1c4c1 (commit) discards 9d7ad31a3f7094ac154460d1df94a630c1877fa7 (commit) discards 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after undoing existing revisions. That is to say, the old revision is not a strict subset of the new revision. This situation occurs when you --force push a change and generate a repository containing something like this: * -- * -- B -- O -- O -- O (fd14f7491b6b1e1fd681245831975fb2b0cbf444) \ N -- N -- N (3d900b511f6ae7a69e94fca37496b08001a5af26) When this happens we assume that you've already had alert emails for all of the O revisions, and so we here report only the revisions in the N branch from the common base, B. Those revisions listed above that are new to this repository have not appeared on any other notification email; so we list those revisions in full, below. - Log ----------------------------------------------------------------- 3d900b5 Prepare DIA tools for Nuxeo/XWiki. fa4e901 Improve OCR recognition. c79a06f postprocessing/fill_object_holes.hh: New routine. d4c8eff Add new routines to detect separators. 5da79fe Add A first draft of a README in Scribo. 38d6f4b Move AFP's GUI into Scribo's demo directory. 939d922 Introduce dmax_functor concept. 945a594 Small fixes in Scribo. 540f630 Fix few bugs. 0242b33 Improve the usability of AFP's GUI. 8c3d422 Add support for more image types. 8a4ccc7 Improve options menu and progress dialog. 8ffa2cd Add a GUI for AFP's use case. 7a85156 Improve dematerialization wizard. 76fe8dd Add a new demo in Scribo. 40008b1 io/xml/save_text_lines.hh: Fix XML output. 916ce23 debug/decision_image.hh: Add the anchor::Type as argument. 00f283b Use anchor::Type in alignment routines' dispatch. c8df55a Small fixes related to object_groups. 0c1fecd Add init() member to object_links structure. 51911f2 scribo/src/text_in_photo_fast.cc: Group routine parameters in a global structure. 9257884 Add new Sauvola overloads and update examples. 4f7c875 Add support for various image types in text_in_photo_fast. 4470597 Improve dematerialization wizard. 8655a11 Add a new demo in Scribo. f0b6bc8 Small fixes in Scribo. ----------------------------------------------------------------------- Summary of changes: ChangeLog | 4 + configure.ac | 1 + milena/ChangeLog | 174 +++++ milena/img/picasso.ppm | Bin 0 -> 244671 bytes milena/mln/accu/count_value.hh | 4 +- milena/mln/canvas/labeling/blobs.hh | 5 + milena/mln/convert/from_to.hxx | 10 + milena/mln/convert/to_qimage.hh | 12 +- milena/mln/convert/to_qimage_nocopy.hh | 55 ++- milena/mln/core/concept/function.hh | 43 ++ milena/mln/core/image/image3d.hh | 12 +- milena/mln/core/internal/box_impl.hh | 4 +- milena/mln/core/site_set/box.hh | 9 +- milena/mln/data/paste_without_localization.hh | 310 ++++++++- milena/mln/data/split.hh | 99 +++ milena/mln/debug/mosaic.hh | 141 ++++ milena/mln/debug/slices_2d.hh | 18 +- milena/mln/debug/z_order.hh | 159 +++++ milena/mln/geom/all.hh | 4 +- milena/mln/geom/horizontal_symmetry.hh | 194 ++++++ milena/mln/geom/nslices.hh | 68 ++ milena/mln/geom/nslis.hh | 68 -- milena/mln/geom/rotate.hh | 5 +- milena/mln/geom/size3d.hh | 5 +- milena/mln/geom/vertical_symmetry.hh | 196 ++++++ milena/mln/histo/compute.hh | 15 +- milena/mln/histo/equalize.hh | 97 +++ milena/mln/io/magick/save.hh | 21 +- milena/mln/io/plot/save.hh | 23 +- milena/mln/labeling/blobs_and_compute.hh | 24 +- milena/mln/labeling/colorize.hh | 2 + milena/mln/labeling/compute.hh | 301 ++++++++- milena/mln/labeling/relabel.hh | 23 +- milena/mln/linear/gaussian.hh | 8 +- milena/mln/linear/gaussian/impl.hh | 13 +- milena/mln/make/box3d.hh | 15 +- milena/mln/make/image.hh | 7 +- milena/mln/registration/icp.hh | 6 +- milena/mln/subsampling/antialiased.hh | 275 ++++---- milena/mln/topo/skeleton/crest.hh | 7 +- milena/mln/value/int_u.hh | 16 + milena/mln/value/qt/rgb32.hh | 72 ++- milena/mln/world/binary_2d/enlarge.hh | 4 +- milena/sandbox/ChangeLog | 60 ++ milena/sandbox/bench/README_CFLAGS | 8 + milena/sandbox/bench/extract_vertical_lines.cc | 49 ++ .../bench/fast_components_and_attributes.cc | 402 +++++++++++ milena/sandbox/bench/fast_rows.cc | 247 +++++++ milena/sandbox/bench/fast_tiles.cc | 140 ++++ .../lazzara/scribo/binarization_naive/main.cc | 54 ++ .../lazzara/scribo/binarization_naive/toto.cc | 28 + milena/sandbox/lazzara/scribo/fill_holes/main.cc | 118 ++++ .../separateurs_materialises/lines_pattern.cc | 69 ++ .../lazzara/{ => scribo}/skeleton_crest/main.cc | 0 milena/tests/core/alias/box3d.cc | 5 +- milena/tests/core/image/image3d.cc | 11 +- milena/tests/core/other/box_runstart_piter.cc | 56 +-- milena/tests/data/Makefile.am | 4 + milena/tests/data/paste_without_localization.cc | 81 +++ milena/tests/data/split.cc | 54 ++ milena/tests/geom/Makefile.am | 13 +- milena/tests/geom/horizontal_symmetry.cc | 50 ++ milena/tests/geom/nslices.cc | 38 ++ milena/tests/geom/nslis.cc | 37 - milena/tests/geom/vertical_symmetry.cc | 49 ++ milena/tests/io/pbms/load.cc | 5 +- milena/tests/io/pgms/load.cc | 5 +- milena/tests/io/ppms/load.cc | 5 +- .../transform/bench_closest_point_geodesic.cc | 9 +- scribo/ChangeLog | 418 ++++++++++++ scribo/README | 51 ++ scribo/binarization/binarize.hh | 180 ----- scribo/binarization/global_threshold.hh | 90 +++ scribo/binarization/global_threshold_auto.hh | 168 +++++ scribo/binarization/internal/first_pass_functor.hh | 24 +- scribo/binarization/local_threshold.hh | 218 ++++++ scribo/binarization/sauvola.hh | 76 ++- scribo/binarization/sauvola_ms.hh | 488 ++++++++++----- scribo/binarization/sauvola_ms_split.hh | 169 +++++ scribo/binarization/sauvola_threshold.hh | 489 -------------- scribo/binarization/sauvola_threshold_image.hh | 504 ++++++++++++++ .../binarization/sauvola_threshold_image_debug.hh | 411 ++++++++++++ scribo/binarization/simple.hh | 166 ----- scribo/canvas/integral_browsing.hh | 13 - scribo/core/all.hh | 4 +- scribo/core/component_set.hh | 16 + scribo/core/concept/dmax_functor.hh | 50 ++ scribo/core/erase_objects.hh | 13 +- scribo/core/line_info.hh | 2 +- scribo/core/macros.hh | 3 + scribo/core/object_groups.hh | 18 +- scribo/core/object_links.hh | 35 +- scribo/debug/decision_image.hh | 24 +- scribo/debug/save_bboxes_image.hh | 7 +- scribo/debug/usage.hh | 13 +- scribo/demo/demat/demat.pro | 37 + scribo/demo/demat/demat.qrc | 4 + scribo/demo/{wizard => demat}/src/doc_type.hh | 0 scribo/demo/demat/src/main.cc | 27 + scribo/demo/demat/src/main_window.cc | 240 +++++++ scribo/demo/demat/src/main_window.hh | 91 +++ scribo/demo/demat/src/mln_widgets.cc | 11 + .../{wizard => demat}/src/preprocessing_task.hh | 0 scribo/demo/demat/src/process_args.hh | 47 ++ scribo/demo/demat/src/runner.cc | 316 +++++++++ scribo/demo/demat/src/runner.hh | 93 +++ scribo/demo/demat/ui/main_window.ui | 366 ++++++++++ scribo/demo/shared/src/crop_item.cc | 45 +- scribo/demo/shared/src/crop_item.hh | 12 +- scribo/demo/shared/src/image_viewer.cc | 65 ++- scribo/demo/shared/src/image_viewer.hh | 14 +- scribo/demo/shared/ui/image_viewer.ui | 34 +- scribo/demo/tip/gui.pro | 19 + scribo/demo/tip/gui.qrc | 9 + scribo/demo/tip/icons/next.png | Bin 0 -> 3337 bytes scribo/demo/tip/icons/ok.png | Bin 0 -> 3953 bytes scribo/demo/tip/icons/photos.png | Bin 0 -> 3750 bytes scribo/demo/tip/icons/prev.png | Bin 0 -> 3334 bytes .../icons/remove.png} | Bin 3704 -> 3704 bytes scribo/demo/tip/src/custom_delegate.cc | 105 +++ scribo/demo/tip/src/custom_delegate.hh | 81 +++ scribo/demo/tip/src/launch_dialog.cc | 94 +++ scribo/demo/tip/src/launch_dialog.hh | 63 ++ scribo/demo/tip/src/main.cc | 46 ++ scribo/demo/tip/src/main_window.cc | 526 +++++++++++++++ scribo/demo/tip/src/main_window.hh | 119 ++++ scribo/demo/tip/ui/launch_dialog.ui | 117 ++++ scribo/demo/tip/ui/main_window.ui | 656 ++++++++++++++++++ scribo/demo/wizard/src/crop_widget.cc | 2 +- scribo/demo/wizard/src/main.cc | 13 + scribo/demo/wizard/src/main_window.cc | 23 +- scribo/demo/wizard/src/main_window.hh | 2 + scribo/demo/wizard/src/preprocessing_widget.cc | 10 +- scribo/demo/wizard/src/process_page.cc | 5 - scribo/demo/wizard/src/result_page.cc | 43 ++ scribo/demo/wizard/src/result_page.hh | 60 ++ scribo/demo/wizard/src/result_widget.cc | 43 ++ scribo/demo/wizard/src/result_widget.hh | 58 ++ scribo/demo/wizard/src/runner.cc | 55 +- scribo/demo/wizard/ui/preprocessing_widget.ui | 4 +- scribo/demo/wizard/wizard.pro | 48 +- scribo/draw/groups_bboxes.hh | 93 +++ scribo/filter/all.hh | 3 - scribo/filter/internal/alignment_angle.hh | 156 +++++ scribo/filter/internal/component_aligned.hh | 114 ++++ scribo/filter/object_groups_small.hh | 5 +- scribo/filter/object_groups_v_thickness.hh | 5 +- scribo/filter/object_groups_with_holes.hh | 310 +++++++++ scribo/filter/object_links_bottom_aligned.hh | 2 +- scribo/filter/object_links_center_aligned.hh | 2 +- scribo/filter/object_links_left_aligned.hh | 2 +- scribo/filter/object_links_non_aligned.hh | 138 ---- scribo/filter/object_links_non_aligned_simple.hh | 109 +--- scribo/filter/object_links_non_h_aligned.hh | 109 --- scribo/filter/object_links_non_v_aligned.hh | 122 ---- scribo/filter/object_links_right_aligned.hh | 2 +- scribo/filter/object_links_top_aligned.hh | 2 +- scribo/filter/objects_large.hh | 130 +--- scribo/filter/objects_small.hh | 2 +- scribo/fun/v2b/objects_large_filter.hh | 128 ++++ scribo/io/xml/save_text_lines.hh | 99 ++-- scribo/make/text.hh | 2 +- scribo/postprocessing/fill_object_holes.hh | 396 +++++++++++ scribo/preprocessing/split_bg_fg.hh | 2 +- scribo/primitive/extract/all.hh | 5 +- scribo/primitive/extract/components.hh | 7 +- scribo/primitive/extract/horizontal_separators.hh | 95 +++ scribo/primitive/extract/lines_discontinued.hh | 14 +- scribo/primitive/extract/lines_h_discontinued.hh | 10 +- scribo/primitive/extract/lines_h_pattern.hh | 39 +- scribo/primitive/extract/lines_h_single.hh | 47 +- scribo/primitive/extract/lines_h_thick.hh | 8 +- scribo/primitive/extract/lines_thick.hh | 11 +- scribo/primitive/extract/lines_v_discontinued.hh | 10 +- scribo/primitive/extract/lines_v_single.hh | 47 +- scribo/primitive/extract/lines_v_thick.hh | 14 +- scribo/primitive/extract/separators.hh | 98 +++ scribo/primitive/extract/vertical_separators.hh | 95 +++ scribo/primitive/group/apply.hh | 24 +- scribo/primitive/group/from_double_link.hh | 3 +- scribo/primitive/group/from_graph.hh | 1 - scribo/primitive/internal/all.hh | 3 - scribo/primitive/internal/find_graph_link.hh | 1 - scribo/primitive/internal/init_link_array.hh | 78 --- scribo/primitive/internal/rd.hh | 2 +- scribo/primitive/link/internal/dmax_default.hh | 83 +++ .../primitive/link/internal/dmax_functor_base.hh | 100 +++ .../link/internal/dmax_width_and_height.hh | 98 +++ scribo/primitive/link/internal/dmax_width_only.hh | 95 +++ .../primitive/link/internal/link_functor_base.hh | 5 +- .../link/internal/link_single_dmax_ratio_base.hh | 69 ++- scribo/primitive/link/merge_double_link.hh | 1 - scribo/primitive/link/with_graph.hh | 2 - scribo/primitive/link/with_several_graphes.hh | 6 +- scribo/primitive/link/with_several_left_links.hh | 2 - scribo/primitive/link/with_several_right_links.hh | 3 - .../link/with_single_left_link_dmax_ratio.hh | 100 +++- .../link/with_single_right_link_dmax_ratio.hh | 65 ++- scribo/primitive/regroup/from_single_left_link.hh | 140 ++++ scribo/primitive/remove/separators.hh | 102 +++ scribo/src/Makefile.am | 35 +- scribo/src/afp/link.hh | 13 +- scribo/src/afp/regroup.hh | 1 - scribo/src/binarization/Makefile.am | 70 ++- scribo/src/binarization/fg_sauvola_ms.cc | 105 +++ .../src/binarization/pgm_global_threshold_auto.cc | 63 ++ scribo/src/binarization/pgm_sauvola.cc | 80 +++ scribo/src/binarization/pgm_sauvola_ms.cc | 116 ++++ scribo/src/binarization/ppm_fg_sauvola_ms.cc | 124 ++++ scribo/src/binarization/ppm_sauvola.cc | 79 +++ scribo/src/binarization/ppm_sauvola_ms.cc | 116 ++++ scribo/src/binarization/ppm_sauvola_ms_split.cc | 127 ++++ scribo/src/binarization/sauvola.cc | 44 +- scribo/src/binarization/sauvola_debug.cc | 105 +++ scribo/src/binarization/sauvola_ms.cc | 88 ++-- scribo/src/binarization/sauvola_ms_split.cc | 127 ++++ scribo/src/binarization/sauvola_pgm.cc | 71 -- scribo/src/binarization/simple.cc | 61 -- scribo/src/preprocessing/to_pgm.cc | 46 ++ scribo/src/text_in_article.cc | 331 --------- scribo/src/text_in_article_pbm.cc | 381 +++++++++++ scribo/src/text_in_article_preprocess.cc | 91 +++ scribo/src/text_in_photo_fast.cc | 704 ++++++++++++++++++++ scribo/src/text_in_photo_ppm_fast.cc | 670 ------------------- scribo/subsampling/bilinear.hh | 114 ++++ scribo/table/erase.hh | 10 +- scribo/table/extract.hh | 3 +- scribo/table/internal/align_lines.hh | 2 +- scribo/table/internal/connect_lines.hh | 7 +- scribo/table/internal/repair_lines.hh | 2 +- scribo/tests/Makefile.am | 1 + scribo/tests/binarization/Makefile.am | 30 + scribo/tests/binarization/global_threshold.cc | 24 + scribo/tests/binarization/local_threshold.cc | 29 + scribo/text/clean.hh | 89 ++-- scribo/text/extract_lines.hh | 6 +- scribo/text/merging.hh | 30 +- scribo/text/recognition.hh | 19 +- scribo/upsampling/bs2x.hh | 147 ++++ 239 files changed, 15108 insertions(+), 3848 deletions(-) create mode 100644 milena/img/picasso.ppm create mode 100644 milena/mln/data/split.hh create mode 100644 milena/mln/debug/mosaic.hh create mode 100644 milena/mln/debug/z_order.hh create mode 100644 milena/mln/geom/horizontal_symmetry.hh create mode 100644 milena/mln/geom/nslices.hh delete mode 100644 milena/mln/geom/nslis.hh create mode 100644 milena/mln/geom/vertical_symmetry.hh create mode 100644 milena/mln/histo/equalize.hh create mode 100644 milena/sandbox/bench/README_CFLAGS create mode 100644 milena/sandbox/bench/extract_vertical_lines.cc create mode 100644 milena/sandbox/bench/fast_components_and_attributes.cc create mode 100644 milena/sandbox/bench/fast_rows.cc create mode 100644 milena/sandbox/bench/fast_tiles.cc create mode 100644 milena/sandbox/lazzara/scribo/binarization_naive/main.cc create mode 100644 milena/sandbox/lazzara/scribo/binarization_naive/toto.cc create mode 100644 milena/sandbox/lazzara/scribo/fill_holes/main.cc create mode 100644 milena/sandbox/lazzara/scribo/separateurs_materialises/lines_pattern.cc rename milena/sandbox/lazzara/{ => scribo}/skeleton_crest/main.cc (100%) create mode 100644 milena/tests/data/paste_without_localization.cc create mode 100644 milena/tests/data/split.cc create mode 100644 milena/tests/geom/horizontal_symmetry.cc create mode 100644 milena/tests/geom/nslices.cc delete mode 100644 milena/tests/geom/nslis.cc create mode 100644 milena/tests/geom/vertical_symmetry.cc create mode 100644 scribo/README delete mode 100644 scribo/binarization/binarize.hh create mode 100644 scribo/binarization/global_threshold.hh create mode 100644 scribo/binarization/global_threshold_auto.hh create mode 100644 scribo/binarization/local_threshold.hh create mode 100644 scribo/binarization/sauvola_ms_split.hh delete mode 100644 scribo/binarization/sauvola_threshold.hh create mode 100644 scribo/binarization/sauvola_threshold_image.hh create mode 100644 scribo/binarization/sauvola_threshold_image_debug.hh delete mode 100644 scribo/binarization/simple.hh create mode 100644 scribo/core/concept/dmax_functor.hh create mode 100644 scribo/demo/demat/demat.pro create mode 100644 scribo/demo/demat/demat.qrc copy scribo/demo/{wizard => demat}/src/doc_type.hh (100%) create mode 100644 scribo/demo/demat/src/main.cc create mode 100644 scribo/demo/demat/src/main_window.cc create mode 100644 scribo/demo/demat/src/main_window.hh create mode 100644 scribo/demo/demat/src/mln_widgets.cc copy scribo/demo/{wizard => demat}/src/preprocessing_task.hh (100%) create mode 100644 scribo/demo/demat/src/process_args.hh create mode 100644 scribo/demo/demat/src/runner.cc create mode 100644 scribo/demo/demat/src/runner.hh create mode 100644 scribo/demo/demat/ui/main_window.ui create mode 100644 scribo/demo/tip/gui.pro create mode 100644 scribo/demo/tip/gui.qrc create mode 100644 scribo/demo/tip/icons/next.png create mode 100644 scribo/demo/tip/icons/ok.png create mode 100644 scribo/demo/tip/icons/photos.png create mode 100644 scribo/demo/tip/icons/prev.png copy scribo/demo/{shared/icons/Symbols-Delete-icon.png => tip/icons/remove.png} (100%) create mode 100644 scribo/demo/tip/src/custom_delegate.cc create mode 100644 scribo/demo/tip/src/custom_delegate.hh create mode 100644 scribo/demo/tip/src/launch_dialog.cc create mode 100644 scribo/demo/tip/src/launch_dialog.hh create mode 100644 scribo/demo/tip/src/main.cc create mode 100644 scribo/demo/tip/src/main_window.cc create mode 100644 scribo/demo/tip/src/main_window.hh create mode 100644 scribo/demo/tip/ui/launch_dialog.ui create mode 100644 scribo/demo/tip/ui/main_window.ui create mode 100644 scribo/demo/wizard/src/result_page.cc create mode 100644 scribo/demo/wizard/src/result_page.hh create mode 100644 scribo/demo/wizard/src/result_widget.cc create mode 100644 scribo/demo/wizard/src/result_widget.hh create mode 100644 scribo/draw/groups_bboxes.hh create mode 100644 scribo/filter/internal/alignment_angle.hh create mode 100644 scribo/filter/internal/component_aligned.hh create mode 100644 scribo/filter/object_groups_with_holes.hh delete mode 100644 scribo/filter/object_links_non_aligned.hh delete mode 100644 scribo/filter/object_links_non_h_aligned.hh delete mode 100644 scribo/filter/object_links_non_v_aligned.hh create mode 100644 scribo/fun/v2b/objects_large_filter.hh create mode 100644 scribo/postprocessing/fill_object_holes.hh create mode 100644 scribo/primitive/extract/horizontal_separators.hh create mode 100644 scribo/primitive/extract/separators.hh create mode 100644 scribo/primitive/extract/vertical_separators.hh delete mode 100644 scribo/primitive/internal/init_link_array.hh create mode 100644 scribo/primitive/link/internal/dmax_default.hh create mode 100644 scribo/primitive/link/internal/dmax_functor_base.hh create mode 100644 scribo/primitive/link/internal/dmax_width_and_height.hh create mode 100644 scribo/primitive/link/internal/dmax_width_only.hh create mode 100644 scribo/primitive/regroup/from_single_left_link.hh create mode 100644 scribo/primitive/remove/separators.hh create mode 100644 scribo/src/binarization/fg_sauvola_ms.cc create mode 100644 scribo/src/binarization/pgm_global_threshold_auto.cc create mode 100644 scribo/src/binarization/pgm_sauvola.cc create mode 100644 scribo/src/binarization/pgm_sauvola_ms.cc create mode 100644 scribo/src/binarization/ppm_fg_sauvola_ms.cc create mode 100644 scribo/src/binarization/ppm_sauvola.cc create mode 100644 scribo/src/binarization/ppm_sauvola_ms.cc create mode 100644 scribo/src/binarization/ppm_sauvola_ms_split.cc create mode 100644 scribo/src/binarization/sauvola_debug.cc create mode 100644 scribo/src/binarization/sauvola_ms_split.cc delete mode 100644 scribo/src/binarization/sauvola_pgm.cc delete mode 100644 scribo/src/binarization/simple.cc create mode 100644 scribo/src/preprocessing/to_pgm.cc delete mode 100644 scribo/src/text_in_article.cc create mode 100644 scribo/src/text_in_article_pbm.cc create mode 100644 scribo/src/text_in_article_preprocess.cc create mode 100644 scribo/src/text_in_photo_fast.cc delete mode 100644 scribo/src/text_in_photo_ppm_fast.cc create mode 100644 scribo/subsampling/bilinear.hh create mode 100644 scribo/tests/binarization/Makefile.am create mode 100644 scribo/tests/binarization/global_threshold.cc create mode 100644 scribo/tests/binarization/local_threshold.cc create mode 100644 scribo/upsampling/bs2x.hh hooks/post-receive -- Olena, a generic and efficient image processing platform