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2019 lines
81 KiB
C++
2019 lines
81 KiB
C++
///////////////////////////////////////////////////////////////////////
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// File: strokewidth.cpp
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// Description: Subclass of BBGrid to find uniformity of strokewidth.
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// Author: Ray Smith
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// Created: Mon Mar 31 16:17:01 PST 2008
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//
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// (C) Copyright 2008, Google Inc.
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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// http://www.apache.org/licenses/LICENSE-2.0
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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///////////////////////////////////////////////////////////////////////
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#ifdef _MSC_VER
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#pragma warning(disable:4244) // Conversion warnings
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#endif
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#ifdef HAVE_CONFIG_H
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#include "config_auto.h"
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#endif
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#include "strokewidth.h"
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#include <math.h>
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#include "blobbox.h"
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#include "colpartition.h"
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#include "colpartitiongrid.h"
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#include "imagefind.h"
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#include "linlsq.h"
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#include "statistc.h"
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#include "tabfind.h"
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#include "textlineprojection.h"
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#include "tordmain.h" // For SetBlobStrokeWidth.
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namespace tesseract {
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INT_VAR(textord_tabfind_show_strokewidths, 0, "Show stroke widths");
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BOOL_VAR(textord_tabfind_only_strokewidths, false, "Only run stroke widths");
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/** Allowed proportional change in stroke width to be the same font. */
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const double kStrokeWidthFractionTolerance = 0.125;
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/**
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* Allowed constant change in stroke width to be the same font.
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* Really 1.5 pixels.
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*/
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const double kStrokeWidthTolerance = 1.5;
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// Same but for CJK we are a bit more generous.
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const double kStrokeWidthFractionCJK = 0.25;
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const double kStrokeWidthCJK = 2.0;
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// Radius in grid cells of search for broken CJK. Doesn't need to be very
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// large as the grid size should be about the size of a character anyway.
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const int kCJKRadius = 2;
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// Max distance fraction of size to join close but broken CJK characters.
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const double kCJKBrokenDistanceFraction = 0.25;
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// Max number of components in a broken CJK character.
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const int kCJKMaxComponents = 8;
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// Max aspect ratio of CJK broken characters when put back together.
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const double kCJKAspectRatio = 1.25;
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// Max increase in aspect ratio of CJK broken characters when merged.
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const double kCJKAspectRatioIncrease = 1.0625;
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// Max multiple of the grid size that will be used in computing median CJKsize.
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const int kMaxCJKSizeRatio = 5;
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// Min fraction of blobs broken CJK to iterate and run it again.
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const double kBrokenCJKIterationFraction = 0.125;
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// Multiple of gridsize as x-padding for a search box for diacritic base
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// characters.
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const double kDiacriticXPadRatio = 7.0;
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// Multiple of gridsize as y-padding for a search box for diacritic base
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// characters.
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const double kDiacriticYPadRatio = 1.75;
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// Min multiple of diacritic height that a neighbour must be to be a
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// convincing base character.
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const double kMinDiacriticSizeRatio = 1.0625;
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// Max multiple of a textline's median height as a threshold for the sum of
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// a diacritic's farthest x and y distances (gap + size).
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const double kMaxDiacriticDistanceRatio = 1.25;
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// Max x-gap between a diacritic and its base char as a fraction of the height
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// of the base char (allowing other blobs to fill the gap.)
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const double kMaxDiacriticGapToBaseCharHeight = 1.0;
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// Ratio between longest side of a line and longest side of a character.
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// (neighbor_min > blob_min * kLineTrapShortest &&
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// neighbor_max < blob_max / kLineTrapLongest)
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// => neighbor is a grapheme and blob is a line.
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const int kLineTrapLongest = 4;
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// Ratio between shortest side of a line and shortest side of a character.
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const int kLineTrapShortest = 2;
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// Max aspect ratio of the total box before CountNeighbourGaps
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// decides immediately based on the aspect ratio.
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const int kMostlyOneDirRatio = 3;
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// Aspect ratio for a blob to be considered as line residue.
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const double kLineResidueAspectRatio = 8.0;
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// Padding ratio for line residue search box.
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const int kLineResiduePadRatio = 3;
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// Min multiple of neighbour size for a line residue to be genuine.
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const double kLineResidueSizeRatio = 1.75;
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// Aspect ratio filter for OSD.
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const float kSizeRatioToReject = 2.0;
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// Expansion factor for search box for good neighbours.
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const double kNeighbourSearchFactor = 2.5;
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// Factor of increase of overlap when adding diacritics to make an image noisy.
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const double kNoiseOverlapGrowthFactor = 4.0;
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// Fraction of the image size to add overlap when adding diacritics for an
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// image to qualify as noisy.
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const double kNoiseOverlapAreaFactor = 1.0 / 512;
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StrokeWidth::StrokeWidth(int gridsize,
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const ICOORD& bleft, const ICOORD& tright)
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: BlobGrid(gridsize, bleft, tright), nontext_map_(NULL), projection_(NULL),
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denorm_(NULL), grid_box_(bleft, tright), rerotation_(1.0f, 0.0f) {
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leaders_win_ = NULL;
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widths_win_ = NULL;
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initial_widths_win_ = NULL;
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chains_win_ = NULL;
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diacritics_win_ = NULL;
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textlines_win_ = NULL;
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smoothed_win_ = NULL;
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}
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StrokeWidth::~StrokeWidth() {
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if (widths_win_ != NULL) {
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#ifndef GRAPHICS_DISABLED
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delete widths_win_->AwaitEvent(SVET_DESTROY);
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#endif // GRAPHICS_DISABLED
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if (textord_tabfind_only_strokewidths)
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exit(0);
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delete widths_win_;
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}
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delete leaders_win_;
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delete initial_widths_win_;
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delete chains_win_;
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delete textlines_win_;
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delete smoothed_win_;
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delete diacritics_win_;
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}
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// Sets the neighbours member of the medium-sized blobs in the block.
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// Searches on 4 sides of each blob for similar-sized, similar-strokewidth
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// blobs and sets pointers to the good neighbours.
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void StrokeWidth::SetNeighboursOnMediumBlobs(TO_BLOCK* block) {
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// Run a preliminary strokewidth neighbour detection on the medium blobs.
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InsertBlobList(&block->blobs);
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BLOBNBOX_IT blob_it(&block->blobs);
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for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
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SetNeighbours(false, false, blob_it.data());
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}
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Clear();
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}
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// Sets the neighbour/textline writing direction members of the medium
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// and large blobs with optional repair of broken CJK characters first.
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// Repair of broken CJK is needed here because broken CJK characters
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// can fool the textline direction detection algorithm.
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void StrokeWidth::FindTextlineDirectionAndFixBrokenCJK(PageSegMode pageseg_mode,
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bool cjk_merge,
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TO_BLOCK* input_block) {
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// Setup the grid with the remaining (non-noise) blobs.
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InsertBlobs(input_block);
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// Repair broken CJK characters if needed.
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while (cjk_merge && FixBrokenCJK(input_block));
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// Grade blobs by inspection of neighbours.
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FindTextlineFlowDirection(pageseg_mode, false);
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// Clear the grid ready for rotation or leader finding.
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Clear();
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}
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// Helper to collect and count horizontal and vertical blobs from a list.
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static void CollectHorizVertBlobs(BLOBNBOX_LIST* input_blobs,
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int* num_vertical_blobs,
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int* num_horizontal_blobs,
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BLOBNBOX_CLIST* vertical_blobs,
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BLOBNBOX_CLIST* horizontal_blobs,
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BLOBNBOX_CLIST* nondescript_blobs) {
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BLOBNBOX_C_IT v_it(vertical_blobs);
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BLOBNBOX_C_IT h_it(horizontal_blobs);
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BLOBNBOX_C_IT n_it(nondescript_blobs);
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BLOBNBOX_IT blob_it(input_blobs);
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for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
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BLOBNBOX* blob = blob_it.data();
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const TBOX& box = blob->bounding_box();
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float y_x = static_cast<float>(box.height()) / box.width();
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float x_y = 1.0f / y_x;
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// Select a >= 1.0 ratio
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float ratio = x_y > y_x ? x_y : y_x;
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// If the aspect ratio is small and we want them for osd, save the blob.
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bool ok_blob = ratio <= kSizeRatioToReject;
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if (blob->UniquelyVertical()) {
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++*num_vertical_blobs;
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if (ok_blob) v_it.add_after_then_move(blob);
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} else if (blob->UniquelyHorizontal()) {
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++*num_horizontal_blobs;
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if (ok_blob) h_it.add_after_then_move(blob);
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} else if (ok_blob) {
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n_it.add_after_then_move(blob);
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}
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}
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}
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// Types all the blobs as vertical or horizontal text or unknown and
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// returns true if the majority are vertical.
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// If the blobs are rotated, it is necessary to call CorrectForRotation
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// after rotating everything, otherwise the work done here will be enough.
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// If osd_blobs is not null, a list of blobs from the dominant textline
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// direction are returned for use in orientation and script detection.
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bool StrokeWidth::TestVerticalTextDirection(double find_vertical_text_ratio,
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TO_BLOCK* block,
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BLOBNBOX_CLIST* osd_blobs) {
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int vertical_boxes = 0;
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int horizontal_boxes = 0;
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// Count vertical normal and large blobs.
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BLOBNBOX_CLIST vertical_blobs;
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BLOBNBOX_CLIST horizontal_blobs;
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BLOBNBOX_CLIST nondescript_blobs;
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CollectHorizVertBlobs(&block->blobs, &vertical_boxes, &horizontal_boxes,
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&vertical_blobs, &horizontal_blobs, &nondescript_blobs);
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CollectHorizVertBlobs(&block->large_blobs, &vertical_boxes, &horizontal_boxes,
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&vertical_blobs, &horizontal_blobs, &nondescript_blobs);
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if (textord_debug_tabfind)
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tprintf("TextDir hbox=%d vs vbox=%d, %dH, %dV, %dN osd blobs\n",
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horizontal_boxes, vertical_boxes,
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horizontal_blobs.length(), vertical_blobs.length(),
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nondescript_blobs.length());
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if (osd_blobs != NULL && vertical_boxes == 0 && horizontal_boxes == 0) {
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// Only nondescript blobs available, so return those.
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BLOBNBOX_C_IT osd_it(osd_blobs);
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osd_it.add_list_after(&nondescript_blobs);
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return false;
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}
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int min_vert_boxes = static_cast<int>((vertical_boxes + horizontal_boxes) *
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find_vertical_text_ratio);
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if (vertical_boxes >= min_vert_boxes) {
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if (osd_blobs != NULL) {
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BLOBNBOX_C_IT osd_it(osd_blobs);
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osd_it.add_list_after(&vertical_blobs);
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}
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return true;
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} else {
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if (osd_blobs != NULL) {
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BLOBNBOX_C_IT osd_it(osd_blobs);
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osd_it.add_list_after(&horizontal_blobs);
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}
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return false;
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}
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}
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// Corrects the data structures for the given rotation.
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void StrokeWidth::CorrectForRotation(const FCOORD& rotation,
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ColPartitionGrid* part_grid) {
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Init(part_grid->gridsize(), part_grid->bleft(), part_grid->tright());
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grid_box_ = TBOX(bleft(), tright());
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rerotation_.set_x(rotation.x());
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rerotation_.set_y(-rotation.y());
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}
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// Finds leader partitions and inserts them into the given part_grid.
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void StrokeWidth::FindLeaderPartitions(TO_BLOCK* block,
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ColPartitionGrid* part_grid) {
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Clear();
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// Find and isolate leaders in the noise list.
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ColPartition_LIST leader_parts;
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FindLeadersAndMarkNoise(block, &leader_parts);
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// Setup the strokewidth grid with the block's remaining (non-noise) blobs.
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InsertBlobList(&block->blobs);
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// Mark blobs that have leader neighbours.
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for (ColPartition_IT it(&leader_parts); !it.empty(); it.forward()) {
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ColPartition* part = it.extract();
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part->ClaimBoxes();
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MarkLeaderNeighbours(part, LR_LEFT);
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MarkLeaderNeighbours(part, LR_RIGHT);
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part_grid->InsertBBox(true, true, part);
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}
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}
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// Finds and marks noise those blobs that look like bits of vertical lines
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// that would otherwise screw up layout analysis.
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void StrokeWidth::RemoveLineResidue(ColPartition_LIST* big_part_list) {
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BlobGridSearch gsearch(this);
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BLOBNBOX* bbox;
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// For every vertical line-like bbox in the grid, search its neighbours
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// to find the tallest, and if the original box is taller by sufficient
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// margin, then call it line residue and delete it.
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gsearch.StartFullSearch();
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while ((bbox = gsearch.NextFullSearch()) != NULL) {
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TBOX box = bbox->bounding_box();
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if (box.height() < box.width() * kLineResidueAspectRatio)
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continue;
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// Set up a rectangle search around the blob to find the size of its
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// neighbours.
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int padding = box.height() * kLineResiduePadRatio;
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TBOX search_box = box;
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search_box.pad(padding, padding);
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bool debug = AlignedBlob::WithinTestRegion(2, box.left(),
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box.bottom());
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// Find the largest object in the search box not equal to bbox.
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BlobGridSearch rsearch(this);
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int max_size = 0;
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BLOBNBOX* n;
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rsearch.StartRectSearch(search_box);
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while ((n = rsearch.NextRectSearch()) != NULL) {
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if (n == bbox) continue;
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TBOX nbox = n->bounding_box();
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if (nbox.height() > max_size) {
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max_size = nbox.height();
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}
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}
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if (debug) {
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tprintf("Max neighbour size=%d for candidate line box at:", max_size);
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box.print();
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}
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if (max_size * kLineResidueSizeRatio < box.height()) {
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#ifndef GRAPHICS_DISABLED
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if (leaders_win_ != NULL) {
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// We are debugging, so display deleted in pink blobs in the same
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// window that we use to display leader detection.
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leaders_win_->Pen(ScrollView::PINK);
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leaders_win_->Rectangle(box.left(), box.bottom(),
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box.right(), box.top());
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}
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#endif // GRAPHICS_DISABLED
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ColPartition::MakeBigPartition(bbox, big_part_list);
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}
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}
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}
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// Types all the blobs as vertical text or horizontal text or unknown and
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// puts them into initial ColPartitions in the supplied part_grid.
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// rerotation determines how to get back to the image coordinates from the
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// blob coordinates (since they may have been rotated for vertical text).
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// block is the single block for the whole page or rectangle to be OCRed.
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// nontext_pix (full-size), is a binary mask used to prevent merges across
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// photo/text boundaries. It is not kept beyond this function.
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// denorm provides a mapping back to the image from the current blob
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// coordinate space.
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// projection provides a measure of textline density over the image and
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// provides functions to assist with diacritic detection. It should be a
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// pointer to a new TextlineProjection, and will be setup here.
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// part_grid is the output grid of textline partitions.
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// Large blobs that cause overlap are put in separate partitions and added
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// to the big_parts list.
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void StrokeWidth::GradeBlobsIntoPartitions(
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PageSegMode pageseg_mode, const FCOORD& rerotation, TO_BLOCK* block,
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Pix* nontext_pix, const DENORM* denorm, bool cjk_script,
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TextlineProjection* projection, BLOBNBOX_LIST* diacritic_blobs,
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ColPartitionGrid* part_grid, ColPartition_LIST* big_parts) {
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nontext_map_ = nontext_pix;
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projection_ = projection;
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denorm_ = denorm;
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// Clear and re Insert to take advantage of the tab stops in the blobs.
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Clear();
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// Setup the strokewidth grid with the remaining non-noise, non-leader blobs.
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InsertBlobs(block);
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// Run FixBrokenCJK() again if the page is CJK.
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if (cjk_script) {
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FixBrokenCJK(block);
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}
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FindTextlineFlowDirection(pageseg_mode, false);
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projection_->ConstructProjection(block, rerotation, nontext_map_);
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if (textord_tabfind_show_strokewidths) {
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ScrollView* line_blobs_win = MakeWindow(0, 0, "Initial textline Blobs");
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projection_->PlotGradedBlobs(&block->blobs, line_blobs_win);
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projection_->PlotGradedBlobs(&block->small_blobs, line_blobs_win);
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}
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projection_->MoveNonTextlineBlobs(&block->blobs, &block->noise_blobs);
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projection_->MoveNonTextlineBlobs(&block->small_blobs, &block->noise_blobs);
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// Clear and re Insert to take advantage of the removed diacritics.
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Clear();
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InsertBlobs(block);
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FCOORD skew;
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FindTextlineFlowDirection(pageseg_mode, true);
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PartitionFindResult r =
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FindInitialPartitions(pageseg_mode, rerotation, true, block,
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diacritic_blobs, part_grid, big_parts, &skew);
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if (r == PFR_NOISE) {
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tprintf("Detected %d diacritics\n", diacritic_blobs->length());
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// Noise was found, and removed.
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Clear();
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InsertBlobs(block);
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FindTextlineFlowDirection(pageseg_mode, true);
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r = FindInitialPartitions(pageseg_mode, rerotation, false, block,
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diacritic_blobs, part_grid, big_parts, &skew);
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}
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nontext_map_ = NULL;
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projection_ = NULL;
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denorm_ = NULL;
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}
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static void PrintBoxWidths(BLOBNBOX* neighbour) {
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const TBOX& nbox = neighbour->bounding_box();
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tprintf("Box (%d,%d)->(%d,%d): h-width=%.1f, v-width=%.1f p-width=%1.f\n",
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nbox.left(), nbox.bottom(), nbox.right(), nbox.top(),
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neighbour->horz_stroke_width(), neighbour->vert_stroke_width(),
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2.0 * neighbour->cblob()->area()/neighbour->cblob()->perimeter());
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}
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/** Handles a click event in a display window. */
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void StrokeWidth::HandleClick(int x, int y) {
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BBGrid<BLOBNBOX, BLOBNBOX_CLIST, BLOBNBOX_C_IT>::HandleClick(x, y);
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// Run a radial search for blobs that overlap.
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BlobGridSearch radsearch(this);
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radsearch.StartRadSearch(x, y, 1);
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BLOBNBOX* neighbour;
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FCOORD click(static_cast<float>(x), static_cast<float>(y));
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while ((neighbour = radsearch.NextRadSearch()) != NULL) {
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TBOX nbox = neighbour->bounding_box();
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if (nbox.contains(click) && neighbour->cblob() != NULL) {
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PrintBoxWidths(neighbour);
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if (neighbour->neighbour(BND_LEFT) != NULL)
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PrintBoxWidths(neighbour->neighbour(BND_LEFT));
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if (neighbour->neighbour(BND_RIGHT) != NULL)
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PrintBoxWidths(neighbour->neighbour(BND_RIGHT));
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if (neighbour->neighbour(BND_ABOVE) != NULL)
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PrintBoxWidths(neighbour->neighbour(BND_ABOVE));
|
|
if (neighbour->neighbour(BND_BELOW) != NULL)
|
|
PrintBoxWidths(neighbour->neighbour(BND_BELOW));
|
|
int gaps[BND_COUNT];
|
|
neighbour->NeighbourGaps(gaps);
|
|
tprintf("Left gap=%d, right=%d, above=%d, below=%d, horz=%d, vert=%d\n"
|
|
"Good= %d %d %d %d\n",
|
|
gaps[BND_LEFT], gaps[BND_RIGHT],
|
|
gaps[BND_ABOVE], gaps[BND_BELOW],
|
|
neighbour->horz_possible(),
|
|
neighbour->vert_possible(),
|
|
neighbour->good_stroke_neighbour(BND_LEFT),
|
|
neighbour->good_stroke_neighbour(BND_RIGHT),
|
|
neighbour->good_stroke_neighbour(BND_ABOVE),
|
|
neighbour->good_stroke_neighbour(BND_BELOW));
|
|
break;
|
|
}
|
|
}
|
|
}
|
|
|
|
// Detects and marks leader dots/dashes.
|
|
// Leaders are horizontal chains of small or noise blobs that look
|
|
// monospace according to ColPartition::MarkAsLeaderIfMonospaced().
|
|
// Detected leaders become the only occupants of the block->small_blobs list.
|
|
// Non-leader small blobs get moved to the blobs list.
|
|
// Non-leader noise blobs remain singletons in the noise list.
|
|
// All small and noise blobs in high density regions are marked BTFT_NONTEXT.
|
|
// block is the single block for the whole page or rectangle to be OCRed.
|
|
// leader_parts is the output.
|
|
void StrokeWidth::FindLeadersAndMarkNoise(TO_BLOCK* block,
|
|
ColPartition_LIST* leader_parts) {
|
|
InsertBlobList(&block->small_blobs);
|
|
InsertBlobList(&block->noise_blobs);
|
|
BlobGridSearch gsearch(this);
|
|
BLOBNBOX* bbox;
|
|
// For every bbox in the grid, set its neighbours.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SetNeighbours(true, false, bbox);
|
|
}
|
|
ColPartition_IT part_it(leader_parts);
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
if (bbox->flow() == BTFT_NONE) {
|
|
if (bbox->neighbour(BND_RIGHT) == NULL &&
|
|
bbox->neighbour(BND_LEFT) == NULL)
|
|
continue;
|
|
// Put all the linked blobs into a ColPartition.
|
|
ColPartition* part = new ColPartition(BRT_UNKNOWN, ICOORD(0, 1));
|
|
BLOBNBOX* blob;
|
|
for (blob = bbox; blob != NULL && blob->flow() == BTFT_NONE;
|
|
blob = blob->neighbour(BND_RIGHT))
|
|
part->AddBox(blob);
|
|
for (blob = bbox->neighbour(BND_LEFT); blob != NULL &&
|
|
blob->flow() == BTFT_NONE;
|
|
blob = blob->neighbour(BND_LEFT))
|
|
part->AddBox(blob);
|
|
if (part->MarkAsLeaderIfMonospaced())
|
|
part_it.add_after_then_move(part);
|
|
else
|
|
delete part;
|
|
}
|
|
}
|
|
if (textord_tabfind_show_strokewidths) {
|
|
leaders_win_ = DisplayGoodBlobs("LeaderNeighbours", 0, 0);
|
|
}
|
|
// Move any non-leaders from the small to the blobs list, as they are
|
|
// most likely dashes or broken characters.
|
|
BLOBNBOX_IT blob_it(&block->blobs);
|
|
BLOBNBOX_IT small_it(&block->small_blobs);
|
|
for (small_it.mark_cycle_pt(); !small_it.cycled_list(); small_it.forward()) {
|
|
BLOBNBOX* blob = small_it.data();
|
|
if (blob->flow() != BTFT_LEADER) {
|
|
if (blob->flow() == BTFT_NEIGHBOURS)
|
|
blob->set_flow(BTFT_NONE);
|
|
blob->ClearNeighbours();
|
|
blob_it.add_to_end(small_it.extract());
|
|
}
|
|
}
|
|
// Move leaders from the noise list to the small list, leaving the small
|
|
// list exclusively leaders, so they don't get processed further,
|
|
// and the remaining small blobs all in the noise list.
|
|
BLOBNBOX_IT noise_it(&block->noise_blobs);
|
|
for (noise_it.mark_cycle_pt(); !noise_it.cycled_list(); noise_it.forward()) {
|
|
BLOBNBOX* blob = noise_it.data();
|
|
if (blob->flow() == BTFT_LEADER || blob->joined_to_prev()) {
|
|
small_it.add_to_end(noise_it.extract());
|
|
} else if (blob->flow() == BTFT_NEIGHBOURS) {
|
|
blob->set_flow(BTFT_NONE);
|
|
blob->ClearNeighbours();
|
|
}
|
|
}
|
|
// Clear the grid as we don't want the small stuff hanging around in it.
|
|
Clear();
|
|
}
|
|
|
|
/** Inserts the block blobs (normal and large) into this grid.
|
|
* Blobs remain owned by the block. */
|
|
void StrokeWidth::InsertBlobs(TO_BLOCK* block) {
|
|
InsertBlobList(&block->blobs);
|
|
InsertBlobList(&block->large_blobs);
|
|
}
|
|
|
|
// Checks the left or right side of the given leader partition and sets the
|
|
// (opposite) leader_on_right or leader_on_left flags for blobs
|
|
// that are next to the given side of the given leader partition.
|
|
void StrokeWidth::MarkLeaderNeighbours(const ColPartition* part,
|
|
LeftOrRight side) {
|
|
const TBOX& part_box = part->bounding_box();
|
|
BlobGridSearch blobsearch(this);
|
|
// Search to the side of the leader for the nearest neighbour.
|
|
BLOBNBOX* best_blob = NULL;
|
|
int best_gap = 0;
|
|
blobsearch.StartSideSearch(side == LR_LEFT ? part_box.left()
|
|
: part_box.right(),
|
|
part_box.bottom(), part_box.top());
|
|
BLOBNBOX* blob;
|
|
while ((blob = blobsearch.NextSideSearch(side == LR_LEFT)) != NULL) {
|
|
const TBOX& blob_box = blob->bounding_box();
|
|
if (!blob_box.y_overlap(part_box))
|
|
continue;
|
|
int x_gap = blob_box.x_gap(part_box);
|
|
if (x_gap > 2 * gridsize()) {
|
|
break;
|
|
} else if (best_blob == NULL || x_gap < best_gap) {
|
|
best_blob = blob;
|
|
best_gap = x_gap;
|
|
}
|
|
}
|
|
if (best_blob != NULL) {
|
|
if (side == LR_LEFT)
|
|
best_blob->set_leader_on_right(true);
|
|
else
|
|
best_blob->set_leader_on_left(true);
|
|
#ifndef GRAPHICS_DISABLED
|
|
if (leaders_win_ != NULL) {
|
|
leaders_win_->Pen(side == LR_LEFT ? ScrollView::RED : ScrollView::GREEN);
|
|
const TBOX& blob_box = best_blob->bounding_box();
|
|
leaders_win_->Rectangle(blob_box.left(), blob_box.bottom(),
|
|
blob_box.right(), blob_box.top());
|
|
}
|
|
#endif // GRAPHICS_DISABLED
|
|
}
|
|
}
|
|
|
|
// Helper to compute the UQ of the square-ish CJK charcters.
|
|
static int UpperQuartileCJKSize(int gridsize, BLOBNBOX_LIST* blobs) {
|
|
STATS sizes(0, gridsize * kMaxCJKSizeRatio);
|
|
BLOBNBOX_IT it(blobs);
|
|
for (it.mark_cycle_pt(); !it.cycled_list(); it.forward()) {
|
|
BLOBNBOX* blob = it.data();
|
|
int width = blob->bounding_box().width();
|
|
int height = blob->bounding_box().height();
|
|
if (width <= height * kCJKAspectRatio && height < width * kCJKAspectRatio)
|
|
sizes.add(height, 1);
|
|
}
|
|
return static_cast<int>(sizes.ile(0.75f) + 0.5);
|
|
}
|
|
|
|
// Fix broken CJK characters, using the fake joined blobs mechanism.
|
|
// Blobs are really merged, ie the master takes all the outlines and the
|
|
// others are deleted.
|
|
// Returns true if sufficient blobs are merged that it may be worth running
|
|
// again, due to a better estimate of character size.
|
|
bool StrokeWidth::FixBrokenCJK(TO_BLOCK* block) {
|
|
BLOBNBOX_LIST* blobs = &block->blobs;
|
|
int median_height = UpperQuartileCJKSize(gridsize(), blobs);
|
|
int max_dist = static_cast<int>(median_height * kCJKBrokenDistanceFraction);
|
|
int max_size = static_cast<int>(median_height * kCJKAspectRatio);
|
|
int num_fixed = 0;
|
|
BLOBNBOX_IT blob_it(blobs);
|
|
|
|
for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
|
|
BLOBNBOX* blob = blob_it.data();
|
|
if (blob->cblob() == NULL || blob->cblob()->out_list()->empty())
|
|
continue;
|
|
TBOX bbox = blob->bounding_box();
|
|
bool debug = AlignedBlob::WithinTestRegion(3, bbox.left(),
|
|
bbox.bottom());
|
|
if (debug) {
|
|
tprintf("Checking for Broken CJK (max size=%d):", max_size);
|
|
bbox.print();
|
|
}
|
|
// Generate a list of blobs that overlap or are near enough to merge.
|
|
BLOBNBOX_CLIST overlapped_blobs;
|
|
AccumulateOverlaps(blob, debug, max_size, max_dist,
|
|
&bbox, &overlapped_blobs);
|
|
if (!overlapped_blobs.empty()) {
|
|
// There are overlapping blobs, so qualify them as being satisfactory
|
|
// before removing them from the grid and replacing them with the union.
|
|
// The final box must be roughly square.
|
|
if (bbox.width() > bbox.height() * kCJKAspectRatio ||
|
|
bbox.height() > bbox.width() * kCJKAspectRatio) {
|
|
if (debug) {
|
|
tprintf("Bad final aspectratio:");
|
|
bbox.print();
|
|
}
|
|
continue;
|
|
}
|
|
// There can't be too many blobs to merge.
|
|
if (overlapped_blobs.length() >= kCJKMaxComponents) {
|
|
if (debug)
|
|
tprintf("Too many neighbours: %d\n", overlapped_blobs.length());
|
|
continue;
|
|
}
|
|
// The strokewidths must match amongst the join candidates.
|
|
BLOBNBOX_C_IT n_it(&overlapped_blobs);
|
|
for (n_it.mark_cycle_pt(); !n_it.cycled_list(); n_it.forward()) {
|
|
BLOBNBOX* neighbour = NULL;
|
|
neighbour = n_it.data();
|
|
if (!blob->MatchingStrokeWidth(*neighbour, kStrokeWidthFractionCJK,
|
|
kStrokeWidthCJK))
|
|
break;
|
|
}
|
|
if (!n_it.cycled_list()) {
|
|
if (debug) {
|
|
tprintf("Bad stroke widths:");
|
|
PrintBoxWidths(blob);
|
|
}
|
|
continue; // Not good enough.
|
|
}
|
|
|
|
// Merge all the candidates into blob.
|
|
// We must remove blob from the grid and reinsert it after merging
|
|
// to maintain the integrity of the grid.
|
|
RemoveBBox(blob);
|
|
// Everything else will be calculated later.
|
|
for (n_it.mark_cycle_pt(); !n_it.cycled_list(); n_it.forward()) {
|
|
BLOBNBOX* neighbour = n_it.data();
|
|
RemoveBBox(neighbour);
|
|
// Mark empty blob for deletion.
|
|
neighbour->set_region_type(BRT_NOISE);
|
|
blob->really_merge(neighbour);
|
|
if (rerotation_.x() != 1.0f || rerotation_.y() != 0.0f) {
|
|
blob->rotate_box(rerotation_);
|
|
}
|
|
}
|
|
InsertBBox(true, true, blob);
|
|
++num_fixed;
|
|
if (debug) {
|
|
tprintf("Done! Final box:");
|
|
bbox.print();
|
|
}
|
|
}
|
|
}
|
|
// Count remaining blobs.
|
|
int num_remaining = 0;
|
|
for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
|
|
BLOBNBOX* blob = blob_it.data();
|
|
if (blob->cblob() != NULL && !blob->cblob()->out_list()->empty()) {
|
|
++num_remaining;
|
|
}
|
|
}
|
|
// Permanently delete all the marked blobs after first removing all
|
|
// references in the neighbour members.
|
|
block->DeleteUnownedNoise();
|
|
return num_fixed > num_remaining * kBrokenCJKIterationFraction;
|
|
}
|
|
|
|
// Helper function to determine whether it is reasonable to merge the
|
|
// bbox and the nbox for repairing broken CJK.
|
|
// The distance apart must not exceed max_dist, the combined size must
|
|
// not exceed max_size, and the aspect ratio must either improve or at
|
|
// least not get worse by much.
|
|
static bool AcceptableCJKMerge(const TBOX& bbox, const TBOX& nbox,
|
|
bool debug, int max_size, int max_dist,
|
|
int* x_gap, int* y_gap) {
|
|
*x_gap = bbox.x_gap(nbox);
|
|
*y_gap = bbox.y_gap(nbox);
|
|
TBOX merged(nbox);
|
|
merged += bbox;
|
|
if (debug) {
|
|
tprintf("gaps = %d, %d, merged_box:", *x_gap, *y_gap);
|
|
merged.print();
|
|
}
|
|
if (*x_gap <= max_dist && *y_gap <= max_dist &&
|
|
merged.width() <= max_size && merged.height() <= max_size) {
|
|
// Close enough to call overlapping. Check aspect ratios.
|
|
double old_ratio = static_cast<double>(bbox.width()) / bbox.height();
|
|
if (old_ratio < 1.0) old_ratio = 1.0 / old_ratio;
|
|
double new_ratio = static_cast<double>(merged.width()) / merged.height();
|
|
if (new_ratio < 1.0) new_ratio = 1.0 / new_ratio;
|
|
if (new_ratio <= old_ratio * kCJKAspectRatioIncrease)
|
|
return true;
|
|
}
|
|
return false;
|
|
}
|
|
|
|
// Collect blobs that overlap or are within max_dist of the input bbox.
|
|
// Return them in the list of blobs and expand the bbox to be the union
|
|
// of all the boxes. not_this is excluded from the search, as are blobs
|
|
// that cause the merged box to exceed max_size in either dimension.
|
|
void StrokeWidth::AccumulateOverlaps(const BLOBNBOX* not_this, bool debug,
|
|
int max_size, int max_dist,
|
|
TBOX* bbox, BLOBNBOX_CLIST* blobs) {
|
|
// While searching, nearests holds the nearest failed blob in each
|
|
// direction. When we have a nearest in each of the 4 directions, then
|
|
// the search is over, and at this point the final bbox must not overlap
|
|
// any of the nearests.
|
|
BLOBNBOX* nearests[BND_COUNT];
|
|
for (int i = 0; i < BND_COUNT; ++i) {
|
|
nearests[i] = NULL;
|
|
}
|
|
int x = (bbox->left() + bbox->right()) / 2;
|
|
int y = (bbox->bottom() + bbox->top()) / 2;
|
|
// Run a radial search for blobs that overlap or are sufficiently close.
|
|
BlobGridSearch radsearch(this);
|
|
radsearch.StartRadSearch(x, y, kCJKRadius);
|
|
BLOBNBOX* neighbour;
|
|
while ((neighbour = radsearch.NextRadSearch()) != NULL) {
|
|
if (neighbour == not_this) continue;
|
|
TBOX nbox = neighbour->bounding_box();
|
|
int x_gap, y_gap;
|
|
if (AcceptableCJKMerge(*bbox, nbox, debug, max_size, max_dist,
|
|
&x_gap, &y_gap)) {
|
|
// Close enough to call overlapping. Merge boxes.
|
|
*bbox += nbox;
|
|
blobs->add_sorted(SortByBoxLeft<BLOBNBOX>, true, neighbour);
|
|
if (debug) {
|
|
tprintf("Added:");
|
|
nbox.print();
|
|
}
|
|
// Since we merged, search the nearests, as some might now me mergeable.
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
if (nearests[dir] == NULL) continue;
|
|
nbox = nearests[dir]->bounding_box();
|
|
if (AcceptableCJKMerge(*bbox, nbox, debug, max_size,
|
|
max_dist, &x_gap, &y_gap)) {
|
|
// Close enough to call overlapping. Merge boxes.
|
|
*bbox += nbox;
|
|
blobs->add_sorted(SortByBoxLeft<BLOBNBOX>, true, nearests[dir]);
|
|
if (debug) {
|
|
tprintf("Added:");
|
|
nbox.print();
|
|
}
|
|
nearests[dir] = NULL;
|
|
dir = -1; // Restart the search.
|
|
}
|
|
}
|
|
} else if (x_gap < 0 && x_gap <= y_gap) {
|
|
// A vertical neighbour. Record the nearest.
|
|
BlobNeighbourDir dir = nbox.top() > bbox->top() ? BND_ABOVE : BND_BELOW;
|
|
if (nearests[dir] == NULL ||
|
|
y_gap < bbox->y_gap(nearests[dir]->bounding_box())) {
|
|
nearests[dir] = neighbour;
|
|
}
|
|
} else if (y_gap < 0 && y_gap <= x_gap) {
|
|
// A horizontal neighbour. Record the nearest.
|
|
BlobNeighbourDir dir = nbox.left() > bbox->left() ? BND_RIGHT : BND_LEFT;
|
|
if (nearests[dir] == NULL ||
|
|
x_gap < bbox->x_gap(nearests[dir]->bounding_box())) {
|
|
nearests[dir] = neighbour;
|
|
}
|
|
}
|
|
// If all nearests are non-null, then we have finished.
|
|
if (nearests[BND_LEFT] && nearests[BND_RIGHT] &&
|
|
nearests[BND_ABOVE] && nearests[BND_BELOW])
|
|
break;
|
|
}
|
|
// Final overlap with a nearest is not allowed.
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
if (nearests[dir] == NULL) continue;
|
|
const TBOX& nbox = nearests[dir]->bounding_box();
|
|
if (debug) {
|
|
tprintf("Testing for overlap with:");
|
|
nbox.print();
|
|
}
|
|
if (bbox->overlap(nbox)) {
|
|
blobs->shallow_clear();
|
|
if (debug)
|
|
tprintf("Final box overlaps nearest\n");
|
|
return;
|
|
}
|
|
}
|
|
}
|
|
|
|
// For each blob in this grid, Finds the textline direction to be horizontal
|
|
// or vertical according to distance to neighbours and 1st and 2nd order
|
|
// neighbours. Non-text tends to end up without a definite direction.
|
|
// Result is setting of the neighbours and vert_possible/horz_possible
|
|
// flags in the BLOBNBOXes currently in this grid.
|
|
// This function is called more than once if page orientation is uncertain,
|
|
// so display_if_debugging is true on the final call to display the results.
|
|
void StrokeWidth::FindTextlineFlowDirection(PageSegMode pageseg_mode,
|
|
bool display_if_debugging) {
|
|
BlobGridSearch gsearch(this);
|
|
BLOBNBOX* bbox;
|
|
// For every bbox in the grid, set its neighbours.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SetNeighbours(false, display_if_debugging, bbox);
|
|
}
|
|
// Where vertical or horizontal wins by a big margin, clarify it.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SimplifyObviousNeighbours(bbox);
|
|
}
|
|
// Now try to make the blobs only vertical or horizontal using neighbours.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
if (FindingVerticalOnly(pageseg_mode)) {
|
|
bbox->set_vert_possible(true);
|
|
bbox->set_horz_possible(false);
|
|
} else if (FindingHorizontalOnly(pageseg_mode)) {
|
|
bbox->set_vert_possible(false);
|
|
bbox->set_horz_possible(true);
|
|
} else {
|
|
SetNeighbourFlows(bbox);
|
|
}
|
|
}
|
|
if ((textord_tabfind_show_strokewidths && display_if_debugging) ||
|
|
textord_tabfind_show_strokewidths > 1) {
|
|
initial_widths_win_ = DisplayGoodBlobs("InitialStrokewidths", 400, 0);
|
|
}
|
|
// Improve flow direction with neighbours.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SmoothNeighbourTypes(pageseg_mode, false, bbox);
|
|
}
|
|
// Now allow reset of firm values to fix renegades.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SmoothNeighbourTypes(pageseg_mode, true, bbox);
|
|
}
|
|
// Repeat.
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
SmoothNeighbourTypes(pageseg_mode, true, bbox);
|
|
}
|
|
if ((textord_tabfind_show_strokewidths && display_if_debugging) ||
|
|
textord_tabfind_show_strokewidths > 1) {
|
|
widths_win_ = DisplayGoodBlobs("ImprovedStrokewidths", 800, 0);
|
|
}
|
|
}
|
|
|
|
// Sets the neighbours and good_stroke_neighbours members of the blob by
|
|
// searching close on all 4 sides.
|
|
// When finding leader dots/dashes, there is a slightly different rule for
|
|
// what makes a good neighbour.
|
|
void StrokeWidth::SetNeighbours(bool leaders, bool activate_line_trap,
|
|
BLOBNBOX* blob) {
|
|
int line_trap_count = 0;
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
BlobNeighbourDir bnd = static_cast<BlobNeighbourDir>(dir);
|
|
line_trap_count += FindGoodNeighbour(bnd, leaders, blob);
|
|
}
|
|
if (line_trap_count > 0 && activate_line_trap) {
|
|
// It looks like a line so isolate it by clearing its neighbours.
|
|
blob->ClearNeighbours();
|
|
const TBOX& box = blob->bounding_box();
|
|
blob->set_region_type(box.width() > box.height() ? BRT_HLINE : BRT_VLINE);
|
|
}
|
|
}
|
|
|
|
|
|
// Sets the good_stroke_neighbours member of the blob if it has a
|
|
// GoodNeighbour on the given side.
|
|
// Also sets the neighbour in the blob, whether or not a good one is found.
|
|
// Returns the number of blobs in the nearby search area that would lead us to
|
|
// believe that this blob is a line separator.
|
|
// Leaders get extra special lenient treatment.
|
|
int StrokeWidth::FindGoodNeighbour(BlobNeighbourDir dir, bool leaders,
|
|
BLOBNBOX* blob) {
|
|
// Search for neighbours that overlap vertically.
|
|
TBOX blob_box = blob->bounding_box();
|
|
bool debug = AlignedBlob::WithinTestRegion(2, blob_box.left(),
|
|
blob_box.bottom());
|
|
if (debug) {
|
|
tprintf("FGN in dir %d for blob:", dir);
|
|
blob_box.print();
|
|
}
|
|
int top = blob_box.top();
|
|
int bottom = blob_box.bottom();
|
|
int left = blob_box.left();
|
|
int right = blob_box.right();
|
|
int width = right - left;
|
|
int height = top - bottom;
|
|
|
|
// A trap to detect lines tests for the min dimension of neighbours
|
|
// being larger than a multiple of the min dimension of the line
|
|
// and the larger dimension being smaller than a fraction of the max
|
|
// dimension of the line.
|
|
int line_trap_max = MAX(width, height) / kLineTrapLongest;
|
|
int line_trap_min = MIN(width, height) * kLineTrapShortest;
|
|
int line_trap_count = 0;
|
|
|
|
int min_good_overlap = (dir == BND_LEFT || dir == BND_RIGHT)
|
|
? height / 2 : width / 2;
|
|
int min_decent_overlap = (dir == BND_LEFT || dir == BND_RIGHT)
|
|
? height / 3 : width / 3;
|
|
if (leaders)
|
|
min_good_overlap = min_decent_overlap = 1;
|
|
|
|
int search_pad = static_cast<int>(
|
|
sqrt(static_cast<double>(width * height)) * kNeighbourSearchFactor);
|
|
if (gridsize() > search_pad)
|
|
search_pad = gridsize();
|
|
TBOX search_box = blob_box;
|
|
// Pad the search in the appropriate direction.
|
|
switch (dir) {
|
|
case BND_LEFT:
|
|
search_box.set_left(search_box.left() - search_pad);
|
|
break;
|
|
case BND_RIGHT:
|
|
search_box.set_right(search_box.right() + search_pad);
|
|
break;
|
|
case BND_BELOW:
|
|
search_box.set_bottom(search_box.bottom() - search_pad);
|
|
break;
|
|
case BND_ABOVE:
|
|
search_box.set_top(search_box.top() + search_pad);
|
|
break;
|
|
case BND_COUNT:
|
|
return 0;
|
|
}
|
|
|
|
BlobGridSearch rectsearch(this);
|
|
rectsearch.StartRectSearch(search_box);
|
|
BLOBNBOX* best_neighbour = NULL;
|
|
double best_goodness = 0.0;
|
|
bool best_is_good = false;
|
|
BLOBNBOX* neighbour;
|
|
while ((neighbour = rectsearch.NextRectSearch()) != NULL) {
|
|
TBOX nbox = neighbour->bounding_box();
|
|
if (neighbour == blob)
|
|
continue;
|
|
int mid_x = (nbox.left() + nbox.right()) / 2;
|
|
if (mid_x < blob->left_rule() || mid_x > blob->right_rule())
|
|
continue; // In a different column.
|
|
if (debug) {
|
|
tprintf("Neighbour at:");
|
|
nbox.print();
|
|
}
|
|
|
|
// Last-minute line detector. There is a small upper limit to the line
|
|
// width accepted by the morphological line detector.
|
|
int n_width = nbox.width();
|
|
int n_height = nbox.height();
|
|
if (MIN(n_width, n_height) > line_trap_min &&
|
|
MAX(n_width, n_height) < line_trap_max)
|
|
++line_trap_count;
|
|
// Heavily joined text, such as Arabic may have very different sizes when
|
|
// looking at the maxes, but the heights may be almost identical, so check
|
|
// for a difference in height if looking sideways or width vertically.
|
|
if (TabFind::VeryDifferentSizes(MAX(n_width, n_height),
|
|
MAX(width, height)) &&
|
|
(((dir == BND_LEFT || dir ==BND_RIGHT) &&
|
|
TabFind::DifferentSizes(n_height, height)) ||
|
|
((dir == BND_BELOW || dir ==BND_ABOVE) &&
|
|
TabFind::DifferentSizes(n_width, width)))) {
|
|
if (debug) tprintf("Bad size\n");
|
|
continue; // Could be a different font size or non-text.
|
|
}
|
|
// Amount of vertical overlap between the blobs.
|
|
int overlap;
|
|
// If the overlap is along the short side of the neighbour, and it
|
|
// is fully overlapped, then perp_overlap holds the length of the long
|
|
// side of the neighbour. A measure to include hyphens and dashes as
|
|
// legitimate neighbours.
|
|
int perp_overlap;
|
|
int gap;
|
|
if (dir == BND_LEFT || dir == BND_RIGHT) {
|
|
overlap = MIN(nbox.top(), top) - MAX(nbox.bottom(), bottom);
|
|
if (overlap == nbox.height() && nbox.width() > nbox.height())
|
|
perp_overlap = nbox.width();
|
|
else
|
|
perp_overlap = overlap;
|
|
gap = dir == BND_LEFT ? left - nbox.left() : nbox.right() - right;
|
|
if (gap <= 0) {
|
|
if (debug) tprintf("On wrong side\n");
|
|
continue; // On the wrong side.
|
|
}
|
|
gap -= n_width;
|
|
} else {
|
|
overlap = MIN(nbox.right(), right) - MAX(nbox.left(), left);
|
|
if (overlap == nbox.width() && nbox.height() > nbox.width())
|
|
perp_overlap = nbox.height();
|
|
else
|
|
perp_overlap = overlap;
|
|
gap = dir == BND_BELOW ? bottom - nbox.bottom() : nbox.top() - top;
|
|
if (gap <= 0) {
|
|
if (debug) tprintf("On wrong side\n");
|
|
continue; // On the wrong side.
|
|
}
|
|
gap -= n_height;
|
|
}
|
|
if (-gap > overlap) {
|
|
if (debug) tprintf("Overlaps wrong way\n");
|
|
continue; // Overlaps the wrong way.
|
|
}
|
|
if (perp_overlap < min_decent_overlap) {
|
|
if (debug) tprintf("Doesn't overlap enough\n");
|
|
continue; // Doesn't overlap enough.
|
|
}
|
|
bool bad_sizes = TabFind::DifferentSizes(height, n_height) &&
|
|
TabFind::DifferentSizes(width, n_width);
|
|
bool is_good = overlap >= min_good_overlap && !bad_sizes &&
|
|
blob->MatchingStrokeWidth(*neighbour,
|
|
kStrokeWidthFractionTolerance,
|
|
kStrokeWidthTolerance);
|
|
// Best is a fuzzy combination of gap, overlap and is good.
|
|
// Basically if you make one thing twice as good without making
|
|
// anything else twice as bad, then it is better.
|
|
if (gap < 1) gap = 1;
|
|
double goodness = (1.0 + is_good) * overlap / gap;
|
|
if (debug) {
|
|
tprintf("goodness = %g vs best of %g, good=%d, overlap=%d, gap=%d\n",
|
|
goodness, best_goodness, is_good, overlap, gap);
|
|
}
|
|
if (goodness > best_goodness) {
|
|
best_neighbour = neighbour;
|
|
best_goodness = goodness;
|
|
best_is_good = is_good;
|
|
}
|
|
}
|
|
blob->set_neighbour(dir, best_neighbour, best_is_good);
|
|
return line_trap_count;
|
|
}
|
|
|
|
// Helper to get a list of 1st-order neighbours.
|
|
static void ListNeighbours(const BLOBNBOX* blob,
|
|
BLOBNBOX_CLIST* neighbours) {
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
BlobNeighbourDir bnd = static_cast<BlobNeighbourDir>(dir);
|
|
BLOBNBOX* neighbour = blob->neighbour(bnd);
|
|
if (neighbour != NULL) {
|
|
neighbours->add_sorted(SortByBoxLeft<BLOBNBOX>, true, neighbour);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Helper to get a list of 1st and 2nd order neighbours.
|
|
static void List2ndNeighbours(const BLOBNBOX* blob,
|
|
BLOBNBOX_CLIST* neighbours) {
|
|
ListNeighbours(blob, neighbours);
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
BlobNeighbourDir bnd = static_cast<BlobNeighbourDir>(dir);
|
|
BLOBNBOX* neighbour = blob->neighbour(bnd);
|
|
if (neighbour != NULL) {
|
|
ListNeighbours(neighbour, neighbours);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Helper to get a list of 1st, 2nd and 3rd order neighbours.
|
|
static void List3rdNeighbours(const BLOBNBOX* blob,
|
|
BLOBNBOX_CLIST* neighbours) {
|
|
List2ndNeighbours(blob, neighbours);
|
|
for (int dir = 0; dir < BND_COUNT; ++dir) {
|
|
BlobNeighbourDir bnd = static_cast<BlobNeighbourDir>(dir);
|
|
BLOBNBOX* neighbour = blob->neighbour(bnd);
|
|
if (neighbour != NULL) {
|
|
List2ndNeighbours(neighbour, neighbours);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Helper to count the evidence for verticalness or horizontalness
|
|
// in a list of neighbours.
|
|
static void CountNeighbourGaps(bool debug, BLOBNBOX_CLIST* neighbours,
|
|
int* pure_h_count, int* pure_v_count) {
|
|
if (neighbours->length() <= kMostlyOneDirRatio)
|
|
return;
|
|
BLOBNBOX_C_IT it(neighbours);
|
|
for (it.mark_cycle_pt(); !it.cycled_list(); it.forward()) {
|
|
BLOBNBOX* blob = it.data();
|
|
int h_min, h_max, v_min, v_max;
|
|
blob->MinMaxGapsClipped(&h_min, &h_max, &v_min, &v_max);
|
|
if (debug)
|
|
tprintf("Hgaps [%d,%d], vgaps [%d,%d]:", h_min, h_max, v_min, v_max);
|
|
if (h_max < v_min ||
|
|
blob->leader_on_left() || blob->leader_on_right()) {
|
|
// Horizontal gaps are clear winners. Count a pure horizontal.
|
|
++*pure_h_count;
|
|
if (debug) tprintf("Horz at:");
|
|
} else if (v_max < h_min) {
|
|
// Vertical gaps are clear winners. Clear a pure vertical.
|
|
++*pure_v_count;
|
|
if (debug) tprintf("Vert at:");
|
|
} else {
|
|
if (debug) tprintf("Neither at:");
|
|
}
|
|
if (debug)
|
|
blob->bounding_box().print();
|
|
}
|
|
}
|
|
|
|
// Makes the blob to be only horizontal or vertical where evidence
|
|
// is clear based on gaps of 2nd order neighbours, or definite individual
|
|
// blobs.
|
|
void StrokeWidth::SetNeighbourFlows(BLOBNBOX* blob) {
|
|
if (blob->DefiniteIndividualFlow())
|
|
return;
|
|
bool debug = AlignedBlob::WithinTestRegion(2, blob->bounding_box().left(),
|
|
blob->bounding_box().bottom());
|
|
if (debug) {
|
|
tprintf("SetNeighbourFlows (current flow=%d, type=%d) on:",
|
|
blob->flow(), blob->region_type());
|
|
blob->bounding_box().print();
|
|
}
|
|
BLOBNBOX_CLIST neighbours;
|
|
List3rdNeighbours(blob, &neighbours);
|
|
// The number of pure horizontal and vertical neighbours.
|
|
int pure_h_count = 0;
|
|
int pure_v_count = 0;
|
|
CountNeighbourGaps(debug, &neighbours, &pure_h_count, &pure_v_count);
|
|
if (debug) {
|
|
HandleClick(blob->bounding_box().left() + 1,
|
|
blob->bounding_box().bottom() + 1);
|
|
tprintf("SetFlows: h_count=%d, v_count=%d\n",
|
|
pure_h_count, pure_v_count);
|
|
}
|
|
if (!neighbours.empty()) {
|
|
blob->set_vert_possible(true);
|
|
blob->set_horz_possible(true);
|
|
if (pure_h_count > 2 * pure_v_count) {
|
|
// Horizontal gaps are clear winners. Clear vertical neighbours.
|
|
blob->set_vert_possible(false);
|
|
} else if (pure_v_count > 2 * pure_h_count) {
|
|
// Vertical gaps are clear winners. Clear horizontal neighbours.
|
|
blob->set_horz_possible(false);
|
|
}
|
|
} else {
|
|
// Lonely blob. Can't tell its flow direction.
|
|
blob->set_vert_possible(false);
|
|
blob->set_horz_possible(false);
|
|
}
|
|
}
|
|
|
|
|
|
// Helper to count the number of horizontal and vertical blobs in a list.
|
|
static void CountNeighbourTypes(BLOBNBOX_CLIST* neighbours,
|
|
int* pure_h_count, int* pure_v_count) {
|
|
BLOBNBOX_C_IT it(neighbours);
|
|
for (it.mark_cycle_pt(); !it.cycled_list(); it.forward()) {
|
|
BLOBNBOX* blob = it.data();
|
|
if (blob->UniquelyHorizontal())
|
|
++*pure_h_count;
|
|
if (blob->UniquelyVertical())
|
|
++*pure_v_count;
|
|
}
|
|
}
|
|
|
|
// Nullify the neighbours in the wrong directions where the direction
|
|
// is clear-cut based on a distance margin. Good for isolating vertical
|
|
// text from neighbouring horizontal text.
|
|
void StrokeWidth::SimplifyObviousNeighbours(BLOBNBOX* blob) {
|
|
// Case 1: We have text that is likely several characters, blurry and joined
|
|
// together.
|
|
if ((blob->bounding_box().width() > 3 * blob->area_stroke_width() &&
|
|
blob->bounding_box().height() > 3 * blob->area_stroke_width())) {
|
|
// The blob is complex (not stick-like).
|
|
if (blob->bounding_box().width() > 4 * blob->bounding_box().height()) {
|
|
// Horizontal conjoined text.
|
|
blob->set_neighbour(BND_ABOVE, NULL, false);
|
|
blob->set_neighbour(BND_BELOW, NULL, false);
|
|
return;
|
|
}
|
|
if (blob->bounding_box().height() > 4 * blob->bounding_box().width()) {
|
|
// Vertical conjoined text.
|
|
blob->set_neighbour(BND_LEFT, NULL, false);
|
|
blob->set_neighbour(BND_RIGHT, NULL, false);
|
|
return;
|
|
}
|
|
}
|
|
|
|
// Case 2: This blob is likely a single character.
|
|
int margin = gridsize() / 2;
|
|
int h_min, h_max, v_min, v_max;
|
|
blob->MinMaxGapsClipped(&h_min, &h_max, &v_min, &v_max);
|
|
if ((h_max + margin < v_min && h_max < margin / 2) ||
|
|
blob->leader_on_left() || blob->leader_on_right()) {
|
|
// Horizontal gaps are clear winners. Clear vertical neighbours.
|
|
blob->set_neighbour(BND_ABOVE, NULL, false);
|
|
blob->set_neighbour(BND_BELOW, NULL, false);
|
|
} else if (v_max + margin < h_min && v_max < margin / 2) {
|
|
// Vertical gaps are clear winners. Clear horizontal neighbours.
|
|
blob->set_neighbour(BND_LEFT, NULL, false);
|
|
blob->set_neighbour(BND_RIGHT, NULL, false);
|
|
}
|
|
}
|
|
|
|
// Smoothes the vertical/horizontal type of the blob based on the
|
|
// 2nd-order neighbours. If reset_all is true, then all blobs are
|
|
// changed. Otherwise, only ambiguous blobs are processed.
|
|
void StrokeWidth::SmoothNeighbourTypes(PageSegMode pageseg_mode, bool reset_all,
|
|
BLOBNBOX* blob) {
|
|
if ((blob->vert_possible() && blob->horz_possible()) || reset_all) {
|
|
// There are both horizontal and vertical so try to fix it.
|
|
BLOBNBOX_CLIST neighbours;
|
|
List2ndNeighbours(blob, &neighbours);
|
|
// The number of pure horizontal and vertical neighbours.
|
|
int pure_h_count = 0;
|
|
int pure_v_count = 0;
|
|
CountNeighbourTypes(&neighbours, &pure_h_count, &pure_v_count);
|
|
if (AlignedBlob::WithinTestRegion(2, blob->bounding_box().left(),
|
|
blob->bounding_box().bottom())) {
|
|
HandleClick(blob->bounding_box().left() + 1,
|
|
blob->bounding_box().bottom() + 1);
|
|
tprintf("pure_h=%d, pure_v=%d\n",
|
|
pure_h_count, pure_v_count);
|
|
}
|
|
if (pure_h_count > pure_v_count && !FindingVerticalOnly(pageseg_mode)) {
|
|
// Horizontal gaps are clear winners. Clear vertical neighbours.
|
|
blob->set_vert_possible(false);
|
|
blob->set_horz_possible(true);
|
|
} else if (pure_v_count > pure_h_count &&
|
|
!FindingHorizontalOnly(pageseg_mode)) {
|
|
// Vertical gaps are clear winners. Clear horizontal neighbours.
|
|
blob->set_horz_possible(false);
|
|
blob->set_vert_possible(true);
|
|
}
|
|
} else if (AlignedBlob::WithinTestRegion(2, blob->bounding_box().left(),
|
|
blob->bounding_box().bottom())) {
|
|
HandleClick(blob->bounding_box().left() + 1,
|
|
blob->bounding_box().bottom() + 1);
|
|
tprintf("Clean on pass 3!\n");
|
|
}
|
|
}
|
|
|
|
// Partition creation. Accumulates vertical and horizontal text chains,
|
|
// puts the remaining blobs in as unknowns, and then merges/splits to
|
|
// minimize overlap and smoothes the types with neighbours and the color
|
|
// image if provided. rerotation is used to rotate the coordinate space
|
|
// back to the nontext_map_ image.
|
|
// If find_problems is true, detects possible noise pollution by the amount
|
|
// of partition overlap that is created by the diacritics. If excessive, the
|
|
// noise is separated out into diacritic blobs, and PFR_NOISE is returned.
|
|
// [TODO(rays): if the partition overlap is caused by heavy skew, deskews
|
|
// the components, saves the skew_angle and returns PFR_SKEW.] If the return
|
|
// is not PFR_OK, the job is incomplete, and FindInitialPartitions must be
|
|
// called again after cleaning up the partly done work.
|
|
PartitionFindResult StrokeWidth::FindInitialPartitions(
|
|
PageSegMode pageseg_mode, const FCOORD& rerotation, bool find_problems,
|
|
TO_BLOCK* block, BLOBNBOX_LIST* diacritic_blobs,
|
|
ColPartitionGrid* part_grid, ColPartition_LIST* big_parts,
|
|
FCOORD* skew_angle) {
|
|
if (!FindingHorizontalOnly(pageseg_mode)) FindVerticalTextChains(part_grid);
|
|
if (!FindingVerticalOnly(pageseg_mode)) FindHorizontalTextChains(part_grid);
|
|
if (textord_tabfind_show_strokewidths) {
|
|
chains_win_ = MakeWindow(0, 400, "Initial text chains");
|
|
part_grid->DisplayBoxes(chains_win_);
|
|
projection_->DisplayProjection();
|
|
}
|
|
if (find_problems) {
|
|
// TODO(rays) Do something to find skew, set skew_angle and return if there
|
|
// is some.
|
|
}
|
|
part_grid->SplitOverlappingPartitions(big_parts);
|
|
EasyMerges(part_grid);
|
|
RemoveLargeUnusedBlobs(block, part_grid, big_parts);
|
|
TBOX grid_box(bleft(), tright());
|
|
while (part_grid->GridSmoothNeighbours(BTFT_CHAIN, nontext_map_, grid_box,
|
|
rerotation));
|
|
while (part_grid->GridSmoothNeighbours(BTFT_NEIGHBOURS, nontext_map_,
|
|
grid_box, rerotation));
|
|
int pre_overlap = part_grid->ComputeTotalOverlap(NULL);
|
|
TestDiacritics(part_grid, block);
|
|
MergeDiacritics(block, part_grid);
|
|
if (find_problems && diacritic_blobs != NULL &&
|
|
DetectAndRemoveNoise(pre_overlap, grid_box, block, part_grid,
|
|
diacritic_blobs)) {
|
|
return PFR_NOISE;
|
|
}
|
|
if (textord_tabfind_show_strokewidths) {
|
|
textlines_win_ = MakeWindow(400, 400, "GoodTextline blobs");
|
|
part_grid->DisplayBoxes(textlines_win_);
|
|
diacritics_win_ = DisplayDiacritics("Diacritics", 0, 0, block);
|
|
}
|
|
PartitionRemainingBlobs(pageseg_mode, part_grid);
|
|
part_grid->SplitOverlappingPartitions(big_parts);
|
|
EasyMerges(part_grid);
|
|
while (part_grid->GridSmoothNeighbours(BTFT_CHAIN, nontext_map_, grid_box,
|
|
rerotation));
|
|
while (part_grid->GridSmoothNeighbours(BTFT_NEIGHBOURS, nontext_map_,
|
|
grid_box, rerotation));
|
|
// Now eliminate strong stuff in a sea of the opposite.
|
|
while (part_grid->GridSmoothNeighbours(BTFT_STRONG_CHAIN, nontext_map_,
|
|
grid_box, rerotation));
|
|
if (textord_tabfind_show_strokewidths) {
|
|
smoothed_win_ = MakeWindow(800, 400, "Smoothed blobs");
|
|
part_grid->DisplayBoxes(smoothed_win_);
|
|
}
|
|
return PFR_OK;
|
|
}
|
|
|
|
// Detects noise by a significant increase in partition overlap from
|
|
// pre_overlap to now, and removes noise from the union of all the overlapping
|
|
// partitions, placing the blobs in diacritic_blobs. Returns true if any noise
|
|
// was found and removed.
|
|
bool StrokeWidth::DetectAndRemoveNoise(int pre_overlap, const TBOX& grid_box,
|
|
TO_BLOCK* block,
|
|
ColPartitionGrid* part_grid,
|
|
BLOBNBOX_LIST* diacritic_blobs) {
|
|
ColPartitionGrid* noise_grid = NULL;
|
|
int post_overlap = part_grid->ComputeTotalOverlap(&noise_grid);
|
|
if (pre_overlap == 0) pre_overlap = 1;
|
|
BLOBNBOX_IT diacritic_it(diacritic_blobs);
|
|
if (noise_grid != NULL) {
|
|
if (post_overlap > pre_overlap * kNoiseOverlapGrowthFactor &&
|
|
post_overlap > grid_box.area() * kNoiseOverlapAreaFactor) {
|
|
// This is noisy enough to fix.
|
|
if (textord_tabfind_show_strokewidths) {
|
|
ScrollView* noise_win = MakeWindow(1000, 500, "Noise Areas");
|
|
noise_grid->DisplayBoxes(noise_win);
|
|
}
|
|
part_grid->DeleteNonLeaderParts();
|
|
BLOBNBOX_IT blob_it(&block->noise_blobs);
|
|
ColPartitionGridSearch rsearch(noise_grid);
|
|
for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
|
|
BLOBNBOX* blob = blob_it.data();
|
|
blob->ClearNeighbours();
|
|
if (!blob->IsDiacritic() || blob->owner() != NULL)
|
|
continue; // Not a noise candidate.
|
|
TBOX blob_box(blob->bounding_box());
|
|
TBOX search_box(blob->bounding_box());
|
|
search_box.pad(gridsize(), gridsize());
|
|
rsearch.StartRectSearch(search_box);
|
|
ColPartition* part = rsearch.NextRectSearch();
|
|
if (part != NULL) {
|
|
// Consider blob as possible noise.
|
|
blob->set_owns_cblob(true);
|
|
blob->compute_bounding_box();
|
|
diacritic_it.add_after_then_move(blob_it.extract());
|
|
}
|
|
}
|
|
noise_grid->DeleteParts();
|
|
delete noise_grid;
|
|
return true;
|
|
}
|
|
noise_grid->DeleteParts();
|
|
delete noise_grid;
|
|
}
|
|
return false;
|
|
}
|
|
|
|
// Helper verifies that blob's neighbour in direction dir is good to add to a
|
|
// vertical text chain by returning the neighbour if it is not null, not owned,
|
|
// and not uniquely horizontal, as well as its neighbour in the opposite
|
|
// direction is blob.
|
|
static BLOBNBOX* MutualUnusedVNeighbour(const BLOBNBOX* blob,
|
|
BlobNeighbourDir dir) {
|
|
BLOBNBOX* next_blob = blob->neighbour(dir);
|
|
if (next_blob == NULL || next_blob->owner() != NULL ||
|
|
next_blob->UniquelyHorizontal())
|
|
return NULL;
|
|
if (next_blob->neighbour(DirOtherWay(dir)) == blob)
|
|
return next_blob;
|
|
return NULL;
|
|
}
|
|
|
|
// Finds vertical chains of text-like blobs and puts them in ColPartitions.
|
|
void StrokeWidth::FindVerticalTextChains(ColPartitionGrid* part_grid) {
|
|
// A PageSegMode that forces vertical textlines with the current rotation.
|
|
PageSegMode pageseg_mode =
|
|
rerotation_.y() == 0.0f ? PSM_SINGLE_BLOCK_VERT_TEXT : PSM_SINGLE_COLUMN;
|
|
BlobGridSearch gsearch(this);
|
|
BLOBNBOX* bbox;
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
// Only process boxes that have no horizontal hope and have not yet
|
|
// been included in a chain.
|
|
BLOBNBOX* blob;
|
|
if (bbox->owner() == NULL && bbox->UniquelyVertical() &&
|
|
(blob = MutualUnusedVNeighbour(bbox, BND_ABOVE)) != NULL) {
|
|
// Put all the linked blobs into a ColPartition.
|
|
ColPartition* part = new ColPartition(BRT_VERT_TEXT, ICOORD(0, 1));
|
|
part->AddBox(bbox);
|
|
while (blob != NULL) {
|
|
part->AddBox(blob);
|
|
blob = MutualUnusedVNeighbour(blob, BND_ABOVE);
|
|
}
|
|
blob = MutualUnusedVNeighbour(bbox, BND_BELOW);
|
|
while (blob != NULL) {
|
|
part->AddBox(blob);
|
|
blob = MutualUnusedVNeighbour(blob, BND_BELOW);
|
|
}
|
|
CompletePartition(pageseg_mode, part, part_grid);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Helper verifies that blob's neighbour in direction dir is good to add to a
|
|
// horizontal text chain by returning the neighbour if it is not null, not
|
|
// owned, and not uniquely vertical, as well as its neighbour in the opposite
|
|
// direction is blob.
|
|
static BLOBNBOX* MutualUnusedHNeighbour(const BLOBNBOX* blob,
|
|
BlobNeighbourDir dir) {
|
|
BLOBNBOX* next_blob = blob->neighbour(dir);
|
|
if (next_blob == NULL || next_blob->owner() != NULL ||
|
|
next_blob->UniquelyVertical())
|
|
return NULL;
|
|
if (next_blob->neighbour(DirOtherWay(dir)) == blob)
|
|
return next_blob;
|
|
return NULL;
|
|
}
|
|
|
|
// Finds horizontal chains of text-like blobs and puts them in ColPartitions.
|
|
void StrokeWidth::FindHorizontalTextChains(ColPartitionGrid* part_grid) {
|
|
// A PageSegMode that forces horizontal textlines with the current rotation.
|
|
PageSegMode pageseg_mode =
|
|
rerotation_.y() == 0.0f ? PSM_SINGLE_COLUMN : PSM_SINGLE_BLOCK_VERT_TEXT;
|
|
BlobGridSearch gsearch(this);
|
|
BLOBNBOX* bbox;
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
BLOBNBOX* blob;
|
|
if (bbox->owner() == NULL && bbox->UniquelyHorizontal() &&
|
|
(blob = MutualUnusedHNeighbour(bbox, BND_RIGHT)) != NULL) {
|
|
// Put all the linked blobs into a ColPartition.
|
|
ColPartition* part = new ColPartition(BRT_TEXT, ICOORD(0, 1));
|
|
part->AddBox(bbox);
|
|
while (blob != NULL) {
|
|
part->AddBox(blob);
|
|
blob = MutualUnusedHNeighbour(blob, BND_RIGHT);
|
|
}
|
|
blob = MutualUnusedHNeighbour(bbox, BND_LEFT);
|
|
while (blob != NULL) {
|
|
part->AddBox(blob);
|
|
blob = MutualUnusedVNeighbour(blob, BND_LEFT);
|
|
}
|
|
CompletePartition(pageseg_mode, part, part_grid);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Finds diacritics and saves their base character in the blob.
|
|
// The objective is to move all diacritics to the noise_blobs list, so
|
|
// they don't mess up early textline finding/merging, or force splits
|
|
// on textlines that overlap a bit. Blobs that become diacritics must be
|
|
// either part of no ColPartition (NULL owner) or in a small partition in
|
|
// which ALL the blobs are diacritics, in which case the partition is
|
|
// exploded (deleted) back to its blobs.
|
|
void StrokeWidth::TestDiacritics(ColPartitionGrid* part_grid, TO_BLOCK* block) {
|
|
BlobGrid small_grid(gridsize(), bleft(), tright());
|
|
small_grid.InsertBlobList(&block->noise_blobs);
|
|
small_grid.InsertBlobList(&block->blobs);
|
|
int medium_diacritics = 0;
|
|
int small_diacritics = 0;
|
|
BLOBNBOX_IT small_it(&block->noise_blobs);
|
|
for (small_it.mark_cycle_pt(); !small_it.cycled_list(); small_it.forward()) {
|
|
BLOBNBOX* blob = small_it.data();
|
|
if (blob->owner() == NULL && !blob->IsDiacritic() &&
|
|
DiacriticBlob(&small_grid, blob)) {
|
|
++small_diacritics;
|
|
}
|
|
}
|
|
BLOBNBOX_IT blob_it(&block->blobs);
|
|
for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) {
|
|
BLOBNBOX* blob = blob_it.data();
|
|
if (blob->IsDiacritic()) {
|
|
small_it.add_to_end(blob_it.extract());
|
|
continue; // Already a diacritic.
|
|
}
|
|
ColPartition* part = blob->owner();
|
|
if (part == NULL && DiacriticBlob(&small_grid, blob)) {
|
|
++medium_diacritics;
|
|
RemoveBBox(blob);
|
|
small_it.add_to_end(blob_it.extract());
|
|
} else if (part != NULL && !part->block_owned() &&
|
|
part->boxes_count() < 3) {
|
|
// We allow blobs in small partitions to become diacritics if ALL the
|
|
// blobs in the partition qualify as we can then cleanly delete the
|
|
// partition, turn all the blobs in it to diacritics and they can be
|
|
// merged into the base character partition more easily than merging
|
|
// the partitions.
|
|
BLOBNBOX_C_IT box_it(part->boxes());
|
|
for (box_it.mark_cycle_pt(); !box_it.cycled_list() &&
|
|
DiacriticBlob(&small_grid, box_it.data());
|
|
box_it.forward());
|
|
if (box_it.cycled_list()) {
|
|
// They are all good.
|
|
while (!box_it.empty()) {
|
|
// Liberate the blob from its partition so it can be treated
|
|
// as a diacritic and merged explicitly with the base part.
|
|
// The blob is really owned by the block. The partition "owner"
|
|
// is NULLed to allow the blob to get merged with its base character
|
|
// partition.
|
|
BLOBNBOX* box = box_it.extract();
|
|
box->set_owner(NULL);
|
|
box_it.forward();
|
|
++medium_diacritics;
|
|
// We remove the blob from the grid so it isn't found by subsequent
|
|
// searches where we might not want to include diacritics.
|
|
RemoveBBox(box);
|
|
}
|
|
// We only move the one blob to the small list here, but the others
|
|
// all get moved by the test at the top of the loop.
|
|
small_it.add_to_end(blob_it.extract());
|
|
part_grid->RemoveBBox(part);
|
|
delete part;
|
|
}
|
|
} else if (AlignedBlob::WithinTestRegion(2, blob->bounding_box().left(),
|
|
blob->bounding_box().bottom())) {
|
|
tprintf("Blob not available to be a diacritic at:");
|
|
blob->bounding_box().print();
|
|
}
|
|
}
|
|
if (textord_tabfind_show_strokewidths) {
|
|
tprintf("Found %d small diacritics, %d medium\n",
|
|
small_diacritics, medium_diacritics);
|
|
}
|
|
}
|
|
|
|
// Searches this grid for an appropriately close and sized neighbour of the
|
|
// given [small] blob. If such a blob is found, the diacritic base is saved
|
|
// in the blob and true is returned.
|
|
// The small_grid is a secondary grid that contains the small/noise objects
|
|
// that are not in this grid, but may be useful for determining a connection
|
|
// between blob and its potential base character. (See DiacriticXGapFilled.)
|
|
bool StrokeWidth::DiacriticBlob(BlobGrid* small_grid, BLOBNBOX* blob) {
|
|
if (BLOBNBOX::UnMergeableType(blob->region_type()) ||
|
|
blob->region_type() == BRT_VERT_TEXT)
|
|
return false;
|
|
TBOX small_box(blob->bounding_box());
|
|
bool debug = AlignedBlob::WithinTestRegion(2, small_box.left(),
|
|
small_box.bottom());
|
|
if (debug) {
|
|
tprintf("Testing blob for diacriticness at:");
|
|
small_box.print();
|
|
}
|
|
int x = (small_box.left() + small_box.right()) / 2;
|
|
int y = (small_box.bottom() + small_box.top()) / 2;
|
|
int grid_x, grid_y;
|
|
GridCoords(x, y, &grid_x, &grid_y);
|
|
int height = small_box.height();
|
|
// Setup a rectangle search to find its nearest base-character neighbour.
|
|
// We keep 2 different best candidates:
|
|
// best_x_overlap is a category of base characters that have an overlap in x
|
|
// (like a acute) in which we look for the least y-gap, computed using the
|
|
// projection to favor base characters in the same textline.
|
|
// best_y_overlap is a category of base characters that have no x overlap,
|
|
// (nominally a y-overlap is preferrecd but not essential) in which we
|
|
// look for the least weighted sum of x-gap and y-gap, with x-gap getting
|
|
// a lower weight to catch quotes at the end of a textline.
|
|
// NOTE that x-gap and y-gap are measured from the nearest side of the base
|
|
// character to the FARTHEST side of the diacritic to allow small diacritics
|
|
// to be a reasonable distance away, but not big diacritics.
|
|
BLOBNBOX* best_x_overlap = NULL;
|
|
BLOBNBOX* best_y_overlap = NULL;
|
|
int best_total_dist = 0;
|
|
int best_y_gap = 0;
|
|
TBOX best_xbox;
|
|
// TODO(rays) the search box could be setup using the projection as a guide.
|
|
TBOX search_box(small_box);
|
|
int x_pad = IntCastRounded(gridsize() * kDiacriticXPadRatio);
|
|
int y_pad = IntCastRounded(gridsize() * kDiacriticYPadRatio);
|
|
search_box.pad(x_pad, y_pad);
|
|
BlobGridSearch rsearch(this);
|
|
rsearch.SetUniqueMode(true);
|
|
int min_height = height * kMinDiacriticSizeRatio;
|
|
rsearch.StartRectSearch(search_box);
|
|
BLOBNBOX* neighbour;
|
|
while ((neighbour = rsearch.NextRectSearch()) != NULL) {
|
|
if (BLOBNBOX::UnMergeableType(neighbour->region_type()) ||
|
|
neighbour == blob || neighbour->owner() == blob->owner())
|
|
continue;
|
|
TBOX nbox = neighbour->bounding_box();
|
|
if (neighbour->owner() == NULL || neighbour->owner()->IsVerticalType() ||
|
|
(neighbour->flow() != BTFT_CHAIN &&
|
|
neighbour->flow() != BTFT_STRONG_CHAIN)) {
|
|
if (debug) {
|
|
tprintf("Neighbour not strong enough:");
|
|
nbox.print();
|
|
}
|
|
continue; // Diacritics must be attached to strong text.
|
|
}
|
|
if (nbox.height() < min_height) {
|
|
if (debug) {
|
|
tprintf("Neighbour not big enough:");
|
|
nbox.print();
|
|
}
|
|
continue; // Too small to be the base character.
|
|
}
|
|
int x_gap = small_box.x_gap(nbox);
|
|
int y_gap = small_box.y_gap(nbox);
|
|
int total_distance = projection_->DistanceOfBoxFromBox(small_box, nbox,
|
|
true, denorm_,
|
|
debug);
|
|
if (debug) tprintf("xgap=%d, y=%d, total dist=%d\n",
|
|
x_gap, y_gap, total_distance);
|
|
if (total_distance >
|
|
neighbour->owner()->median_size() * kMaxDiacriticDistanceRatio) {
|
|
if (debug) {
|
|
tprintf("Neighbour with median size %d too far away:",
|
|
neighbour->owner()->median_size());
|
|
neighbour->bounding_box().print();
|
|
}
|
|
continue; // Diacritics must not be too distant.
|
|
}
|
|
if (x_gap <= 0) {
|
|
if (debug) {
|
|
tprintf("Computing reduced box for :");
|
|
nbox.print();
|
|
}
|
|
int left = small_box.left() - small_box.width();
|
|
int right = small_box.right() + small_box.width();
|
|
nbox = neighbour->BoundsWithinLimits(left, right);
|
|
y_gap = small_box.y_gap(nbox);
|
|
if (best_x_overlap == NULL || y_gap < best_y_gap) {
|
|
best_x_overlap = neighbour;
|
|
best_xbox = nbox;
|
|
best_y_gap = y_gap;
|
|
if (debug) {
|
|
tprintf("New best:");
|
|
nbox.print();
|
|
}
|
|
} else if (debug) {
|
|
tprintf("Shrunken box doesn't win:");
|
|
nbox.print();
|
|
}
|
|
} else if (blob->ConfirmNoTabViolation(*neighbour)) {
|
|
if (best_y_overlap == NULL || total_distance < best_total_dist) {
|
|
if (debug) {
|
|
tprintf("New best y overlap:");
|
|
nbox.print();
|
|
}
|
|
best_y_overlap = neighbour;
|
|
best_total_dist = total_distance;
|
|
} else if (debug) {
|
|
tprintf("New y overlap box doesn't win:");
|
|
nbox.print();
|
|
}
|
|
} else if (debug) {
|
|
tprintf("Neighbour wrong side of a tab:");
|
|
nbox.print();
|
|
}
|
|
}
|
|
if (best_x_overlap != NULL &&
|
|
(best_y_overlap == NULL ||
|
|
best_xbox.major_y_overlap(best_y_overlap->bounding_box()))) {
|
|
blob->set_diacritic_box(best_xbox);
|
|
blob->set_base_char_blob(best_x_overlap);
|
|
if (debug) {
|
|
tprintf("DiacriticBlob OK! (x-overlap:");
|
|
small_box.print();
|
|
best_xbox.print();
|
|
}
|
|
return true;
|
|
}
|
|
if (best_y_overlap != NULL &&
|
|
DiacriticXGapFilled(small_grid, small_box,
|
|
best_y_overlap->bounding_box()) &&
|
|
NoNoiseInBetween(small_box, best_y_overlap->bounding_box())) {
|
|
blob->set_diacritic_box(best_y_overlap->bounding_box());
|
|
blob->set_base_char_blob(best_y_overlap);
|
|
if (debug) {
|
|
tprintf("DiacriticBlob OK! (y-overlap:");
|
|
small_box.print();
|
|
best_y_overlap->bounding_box().print();
|
|
}
|
|
return true;
|
|
}
|
|
if (debug) {
|
|
tprintf("DiacriticBlob fails:");
|
|
small_box.print();
|
|
tprintf("Best x+y gap = %d, y = %d\n", best_total_dist, best_y_gap);
|
|
if (best_y_overlap != NULL) {
|
|
tprintf("XGapFilled=%d, NoiseBetween=%d\n",
|
|
DiacriticXGapFilled(small_grid, small_box,
|
|
best_y_overlap->bounding_box()),
|
|
NoNoiseInBetween(small_box, best_y_overlap->bounding_box()));
|
|
}
|
|
}
|
|
return false;
|
|
}
|
|
|
|
// Returns true if there is no gap between the base char and the diacritic
|
|
// bigger than a fraction of the height of the base char:
|
|
// Eg: line end.....'
|
|
// The quote is a long way from the end of the line, yet it needs to be a
|
|
// diacritic. To determine that the quote is not part of an image, or
|
|
// a different text block, we check for other marks in the gap between
|
|
// the base char and the diacritic.
|
|
// '<--Diacritic
|
|
// |---------|
|
|
// | |<-toobig-gap->
|
|
// | Base |<ok gap>
|
|
// |---------| x<-----Dot occupying gap
|
|
// The grid is const really.
|
|
bool StrokeWidth::DiacriticXGapFilled(BlobGrid* grid,
|
|
const TBOX& diacritic_box,
|
|
const TBOX& base_box) {
|
|
// Since most gaps are small, use an iterative algorithm to search the gap.
|
|
int max_gap = IntCastRounded(base_box.height() *
|
|
kMaxDiacriticGapToBaseCharHeight);
|
|
TBOX occupied_box(base_box);
|
|
int diacritic_gap;
|
|
while ((diacritic_gap = diacritic_box.x_gap(occupied_box)) > max_gap) {
|
|
TBOX search_box(occupied_box);
|
|
if (diacritic_box.left() > search_box.right()) {
|
|
// We are looking right.
|
|
search_box.set_left(search_box.right());
|
|
search_box.set_right(search_box.left() + max_gap);
|
|
} else {
|
|
// We are looking left.
|
|
search_box.set_right(search_box.left());
|
|
search_box.set_left(search_box.left() - max_gap);
|
|
}
|
|
BlobGridSearch rsearch(grid);
|
|
rsearch.StartRectSearch(search_box);
|
|
BLOBNBOX* neighbour;
|
|
while ((neighbour = rsearch.NextRectSearch()) != NULL) {
|
|
const TBOX& nbox = neighbour->bounding_box();
|
|
if (nbox.x_gap(diacritic_box) < diacritic_gap) {
|
|
if (nbox.left() < occupied_box.left())
|
|
occupied_box.set_left(nbox.left());
|
|
if (nbox.right() > occupied_box.right())
|
|
occupied_box.set_right(nbox.right());
|
|
break;
|
|
}
|
|
}
|
|
if (neighbour == NULL)
|
|
return false; // Found a big gap.
|
|
}
|
|
return true; // The gap was filled.
|
|
}
|
|
|
|
// Merges diacritics with the ColPartition of the base character blob.
|
|
void StrokeWidth::MergeDiacritics(TO_BLOCK* block,
|
|
ColPartitionGrid* part_grid) {
|
|
BLOBNBOX_IT small_it(&block->noise_blobs);
|
|
for (small_it.mark_cycle_pt(); !small_it.cycled_list(); small_it.forward()) {
|
|
BLOBNBOX* blob = small_it.data();
|
|
if (blob->base_char_blob() != NULL) {
|
|
ColPartition* part = blob->base_char_blob()->owner();
|
|
// The base character must be owned by a partition and that partition
|
|
// must not be on the big_parts list (not block owned).
|
|
if (part != NULL && !part->block_owned() && blob->owner() == NULL &&
|
|
blob->IsDiacritic()) {
|
|
// The partition has to be removed from the grid and reinserted
|
|
// because its bounding box may change.
|
|
part_grid->RemoveBBox(part);
|
|
part->AddBox(blob);
|
|
blob->set_region_type(part->blob_type());
|
|
blob->set_flow(part->flow());
|
|
blob->set_owner(part);
|
|
part_grid->InsertBBox(true, true, part);
|
|
}
|
|
// Set all base chars to NULL before any blobs get deleted.
|
|
blob->set_base_char_blob(NULL);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Any blobs on the large_blobs list of block that are still unowned by a
|
|
// ColPartition, are probably drop-cap or vertically touching so the blobs
|
|
// are removed to the big_parts list and treated separately.
|
|
void StrokeWidth::RemoveLargeUnusedBlobs(TO_BLOCK* block,
|
|
ColPartitionGrid* part_grid,
|
|
ColPartition_LIST* big_parts) {
|
|
BLOBNBOX_IT large_it(&block->large_blobs);
|
|
for (large_it.mark_cycle_pt(); !large_it.cycled_list(); large_it.forward()) {
|
|
BLOBNBOX* blob = large_it.data();
|
|
ColPartition* big_part = blob->owner();
|
|
if (big_part == NULL) {
|
|
// Large blobs should have gone into partitions by now if they are
|
|
// genuine characters, so move any unowned ones out to the big parts
|
|
// list. This will include drop caps and vertically touching characters.
|
|
ColPartition::MakeBigPartition(blob, big_parts);
|
|
}
|
|
}
|
|
}
|
|
|
|
// All remaining unused blobs are put in individual ColPartitions.
|
|
void StrokeWidth::PartitionRemainingBlobs(PageSegMode pageseg_mode,
|
|
ColPartitionGrid* part_grid) {
|
|
BlobGridSearch gsearch(this);
|
|
BLOBNBOX* bbox;
|
|
int prev_grid_x = -1;
|
|
int prev_grid_y = -1;
|
|
BLOBNBOX_CLIST cell_list;
|
|
BLOBNBOX_C_IT cell_it(&cell_list);
|
|
bool cell_all_noise = true;
|
|
gsearch.StartFullSearch();
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
int grid_x = gsearch.GridX();
|
|
int grid_y = gsearch.GridY();
|
|
if (grid_x != prev_grid_x || grid_y != prev_grid_y) {
|
|
// New cell. Process old cell.
|
|
MakePartitionsFromCellList(pageseg_mode, cell_all_noise, part_grid,
|
|
&cell_list);
|
|
cell_it.set_to_list(&cell_list);
|
|
prev_grid_x = grid_x;
|
|
prev_grid_y = grid_y;
|
|
cell_all_noise = true;
|
|
}
|
|
if (bbox->owner() == NULL) {
|
|
cell_it.add_to_end(bbox);
|
|
if (bbox->flow() != BTFT_NONTEXT)
|
|
cell_all_noise = false;
|
|
} else {
|
|
cell_all_noise = false;
|
|
}
|
|
}
|
|
MakePartitionsFromCellList(pageseg_mode, cell_all_noise, part_grid,
|
|
&cell_list);
|
|
}
|
|
|
|
// If combine, put all blobs in the cell_list into a single partition, otherwise
|
|
// put each one into its own partition.
|
|
void StrokeWidth::MakePartitionsFromCellList(PageSegMode pageseg_mode,
|
|
bool combine,
|
|
ColPartitionGrid* part_grid,
|
|
BLOBNBOX_CLIST* cell_list) {
|
|
if (cell_list->empty())
|
|
return;
|
|
BLOBNBOX_C_IT cell_it(cell_list);
|
|
if (combine) {
|
|
BLOBNBOX* bbox = cell_it.extract();
|
|
ColPartition* part = new ColPartition(bbox->region_type(), ICOORD(0, 1));
|
|
part->AddBox(bbox);
|
|
part->set_flow(bbox->flow());
|
|
for (cell_it.forward(); !cell_it.empty(); cell_it.forward()) {
|
|
part->AddBox(cell_it.extract());
|
|
}
|
|
CompletePartition(pageseg_mode, part, part_grid);
|
|
} else {
|
|
for (; !cell_it.empty(); cell_it.forward()) {
|
|
BLOBNBOX* bbox = cell_it.extract();
|
|
ColPartition* part = new ColPartition(bbox->region_type(), ICOORD(0, 1));
|
|
part->set_flow(bbox->flow());
|
|
part->AddBox(bbox);
|
|
CompletePartition(pageseg_mode, part, part_grid);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Helper function to finish setting up a ColPartition and insert into
|
|
// part_grid.
|
|
void StrokeWidth::CompletePartition(PageSegMode pageseg_mode,
|
|
ColPartition* part,
|
|
ColPartitionGrid* part_grid) {
|
|
part->ComputeLimits();
|
|
TBOX box = part->bounding_box();
|
|
bool debug = AlignedBlob::WithinTestRegion(2, box.left(),
|
|
box.bottom());
|
|
int value = projection_->EvaluateColPartition(*part, denorm_, debug);
|
|
// Override value if pageseg_mode disagrees.
|
|
if (value > 0 && FindingVerticalOnly(pageseg_mode)) {
|
|
value = part->boxes_count() == 1 ? 0 : -2;
|
|
} else if (value < 0 && FindingHorizontalOnly(pageseg_mode)) {
|
|
value = part->boxes_count() == 1 ? 0 : 2;
|
|
}
|
|
part->SetRegionAndFlowTypesFromProjectionValue(value);
|
|
part->ClaimBoxes();
|
|
part_grid->InsertBBox(true, true, part);
|
|
}
|
|
|
|
// Merge partitions where the merge appears harmless.
|
|
// As this
|
|
void StrokeWidth::EasyMerges(ColPartitionGrid* part_grid) {
|
|
part_grid->Merges(
|
|
NewPermanentTessCallback(this, &StrokeWidth::OrientationSearchBox),
|
|
NewPermanentTessCallback(this, &StrokeWidth::ConfirmEasyMerge));
|
|
}
|
|
|
|
// Compute a search box based on the orientation of the partition.
|
|
// Returns true if a suitable box can be calculated.
|
|
// Callback for EasyMerges.
|
|
bool StrokeWidth::OrientationSearchBox(ColPartition* part, TBOX* box) {
|
|
if (part->IsVerticalType()) {
|
|
box->set_top(box->top() + box->width());
|
|
box->set_bottom(box->bottom() - box->width());
|
|
} else {
|
|
box->set_left(box->left() - box->height());
|
|
box->set_right(box->right() + box->height());
|
|
}
|
|
return true;
|
|
}
|
|
|
|
// Merge confirmation callback for EasyMerges.
|
|
bool StrokeWidth::ConfirmEasyMerge(const ColPartition* p1,
|
|
const ColPartition* p2) {
|
|
ASSERT_HOST(p1 != NULL && p2 != NULL);
|
|
ASSERT_HOST(!p1->IsEmpty() && !p2->IsEmpty());
|
|
if ((p1->flow() == BTFT_NONTEXT && p2->flow() >= BTFT_CHAIN) ||
|
|
(p1->flow() >= BTFT_CHAIN && p2->flow() == BTFT_NONTEXT))
|
|
return false; // Don't merge confirmed image with text.
|
|
if ((p1->IsVerticalType() || p2->IsVerticalType()) &&
|
|
p1->HCoreOverlap(*p2) <= 0 &&
|
|
((!p1->IsSingleton() &&
|
|
!p2->IsSingleton()) ||
|
|
!p1->bounding_box().major_overlap(p2->bounding_box())))
|
|
return false; // Overlap must be in the text line.
|
|
if ((p1->IsHorizontalType() || p2->IsHorizontalType()) &&
|
|
p1->VCoreOverlap(*p2) <= 0 &&
|
|
((!p1->IsSingleton() &&
|
|
!p2->IsSingleton()) ||
|
|
(!p1->bounding_box().major_overlap(p2->bounding_box()) &&
|
|
!p1->OKDiacriticMerge(*p2, false) &&
|
|
!p2->OKDiacriticMerge(*p1, false))))
|
|
return false; // Overlap must be in the text line.
|
|
if (!p1->ConfirmNoTabViolation(*p2))
|
|
return false;
|
|
if (p1->flow() <= BTFT_NONTEXT && p2->flow() <= BTFT_NONTEXT)
|
|
return true;
|
|
return NoNoiseInBetween(p1->bounding_box(), p2->bounding_box());
|
|
}
|
|
|
|
// Returns true if there is no significant noise in between the boxes.
|
|
bool StrokeWidth::NoNoiseInBetween(const TBOX& box1, const TBOX& box2) const {
|
|
return ImageFind::BlankImageInBetween(box1, box2, grid_box_, rerotation_,
|
|
nontext_map_);
|
|
}
|
|
|
|
/** Displays the blobs colored according to the number of good neighbours
|
|
* and the vertical/horizontal flow.
|
|
*/
|
|
ScrollView* StrokeWidth::DisplayGoodBlobs(const char* window_name,
|
|
int x, int y) {
|
|
ScrollView* window = NULL;
|
|
#ifndef GRAPHICS_DISABLED
|
|
window = MakeWindow(x, y, window_name);
|
|
// For every blob in the grid, display it.
|
|
window->Brush(ScrollView::NONE);
|
|
|
|
// For every bbox in the grid, display it.
|
|
BlobGridSearch gsearch(this);
|
|
gsearch.StartFullSearch();
|
|
BLOBNBOX* bbox;
|
|
while ((bbox = gsearch.NextFullSearch()) != NULL) {
|
|
const TBOX& box = bbox->bounding_box();
|
|
int left_x = box.left();
|
|
int right_x = box.right();
|
|
int top_y = box.top();
|
|
int bottom_y = box.bottom();
|
|
int goodness = bbox->GoodTextBlob();
|
|
BlobRegionType blob_type = bbox->region_type();
|
|
if (bbox->UniquelyVertical())
|
|
blob_type = BRT_VERT_TEXT;
|
|
if (bbox->UniquelyHorizontal())
|
|
blob_type = BRT_TEXT;
|
|
BlobTextFlowType flow = bbox->flow();
|
|
if (flow == BTFT_NONE) {
|
|
if (goodness == 0)
|
|
flow = BTFT_NEIGHBOURS;
|
|
else if (goodness == 1)
|
|
flow = BTFT_CHAIN;
|
|
else
|
|
flow = BTFT_STRONG_CHAIN;
|
|
}
|
|
window->Pen(BLOBNBOX::TextlineColor(blob_type, flow));
|
|
window->Rectangle(left_x, bottom_y, right_x, top_y);
|
|
}
|
|
window->Update();
|
|
#endif
|
|
return window;
|
|
}
|
|
|
|
static void DrawDiacriticJoiner(const BLOBNBOX* blob, ScrollView* window) {
|
|
#ifndef GRAPHICS_DISABLED
|
|
const TBOX& blob_box(blob->bounding_box());
|
|
int top = MAX(blob_box.top(), blob->base_char_top());
|
|
int bottom = MIN(blob_box.bottom(), blob->base_char_bottom());
|
|
int x = (blob_box.left() + blob_box.right()) / 2;
|
|
window->Line(x, top, x, bottom);
|
|
#endif // GRAPHICS_DISABLED
|
|
}
|
|
|
|
// Displays blobs colored according to whether or not they are diacritics.
|
|
ScrollView* StrokeWidth::DisplayDiacritics(const char* window_name,
|
|
int x, int y, TO_BLOCK* block) {
|
|
ScrollView* window = NULL;
|
|
#ifndef GRAPHICS_DISABLED
|
|
window = MakeWindow(x, y, window_name);
|
|
// For every blob in the grid, display it.
|
|
window->Brush(ScrollView::NONE);
|
|
|
|
BLOBNBOX_IT it(&block->blobs);
|
|
for (it.mark_cycle_pt(); !it.cycled_list(); it.forward()) {
|
|
BLOBNBOX* blob = it.data();
|
|
if (blob->IsDiacritic()) {
|
|
window->Pen(ScrollView::GREEN);
|
|
DrawDiacriticJoiner(blob, window);
|
|
} else {
|
|
window->Pen(blob->BoxColor());
|
|
}
|
|
const TBOX& box = blob->bounding_box();
|
|
window->Rectangle(box.left(), box. bottom(), box.right(), box.top());
|
|
}
|
|
it.set_to_list(&block->noise_blobs);
|
|
for (it.mark_cycle_pt(); !it.cycled_list(); it.forward()) {
|
|
BLOBNBOX* blob = it.data();
|
|
if (blob->IsDiacritic()) {
|
|
window->Pen(ScrollView::GREEN);
|
|
DrawDiacriticJoiner(blob, window);
|
|
} else {
|
|
window->Pen(ScrollView::WHITE);
|
|
}
|
|
const TBOX& box = blob->bounding_box();
|
|
window->Rectangle(box.left(), box. bottom(), box.right(), box.top());
|
|
}
|
|
window->Update();
|
|
#endif
|
|
return window;
|
|
}
|
|
|
|
} // namespace tesseract.
|