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0e868ef377
Tha, Vie, Kan, Tel etc. There is a new overlap detector that detects when diacritics cause a big increase in textline overlap. In such cases, diacritics from overlap regions are kept separate from layout analysis completely, allowing textline formation to happen without them. The diacritics are then assigned to 0, 1 or 2 close words at the end of layout analysis, using and modifying an old noise detection data path. The stored diacritics are used or not during recognition according to the character classifier's liking for them.
368 lines
18 KiB
C++
368 lines
18 KiB
C++
///////////////////////////////////////////////////////////////////////
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// File: colfind.h
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// Description: Class to find columns in the grid of BLOBNBOXes.
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// Author: Ray Smith
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// Created: Thu Feb 21 14:04:01 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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#ifndef TESSERACT_TEXTORD_COLFIND_H__
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#define TESSERACT_TEXTORD_COLFIND_H__
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#include "tabfind.h"
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#include "imagefind.h"
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#include "colpartitiongrid.h"
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#include "colpartitionset.h"
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#include "ocrblock.h"
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#include "textlineprojection.h"
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class BLOCK_LIST;
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struct Boxa;
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struct Pixa;
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class DENORM;
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class ScrollView;
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class STATS;
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class TO_BLOCK;
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namespace tesseract {
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extern BOOL_VAR_H(textord_tabfind_find_tables, false, "run table detection");
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class ColPartitionSet;
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class ColPartitionSet_LIST;
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class ColSegment_LIST;
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class ColumnGroup_LIST;
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class LineSpacing;
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class StrokeWidth;
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class TempColumn_LIST;
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class EquationDetectBase;
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// The ColumnFinder class finds columns in the grid.
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class ColumnFinder : public TabFind {
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public:
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// Gridsize is an estimate of the text size in the image. A suitable value
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// is in TO_BLOCK::line_size after find_components has been used to make
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// the blobs.
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// bleft and tright are the bounds of the image (rectangle) being processed.
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// vlines is a (possibly empty) list of TabVector and vertical_x and y are
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// the sum logical vertical vector produced by LineFinder::FindVerticalLines.
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// If cjk_script is true, then broken CJK characters are fixed during
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// layout analysis to assist in detecting horizontal vs vertically written
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// textlines.
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ColumnFinder(int gridsize, const ICOORD& bleft, const ICOORD& tright,
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int resolution, bool cjk_script, double aligned_gap_fraction,
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TabVector_LIST* vlines, TabVector_LIST* hlines,
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int vertical_x, int vertical_y);
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virtual ~ColumnFinder();
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// Accessors for testing
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const DENORM* denorm() const {
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return denorm_;
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}
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const TextlineProjection* projection() const {
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return &projection_;
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}
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void set_cjk_script(bool is_cjk) {
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cjk_script_ = is_cjk;
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}
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// ======================================================================
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// The main function of ColumnFinder is broken into pieces to facilitate
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// optional insertion of orientation and script detection in an efficient
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// way. The calling sequence IS MANDATORY however, whether or not
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// OSD is being used:
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// 1. Construction.
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// 2. SetupAndFilterNoise.
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// 3. IsVerticallyAlignedText.
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// 4. CorrectOrientation.
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// 5. FindBlocks.
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// 6. Destruction. Use of a single column finder for multiple images does not
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// make sense.
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// Throughout these steps, the ColPartitions are owned by part_grid_, which
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// means that that it must be kept correct. Exception: big_parts_ owns its
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// own ColPartitions.
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// The BLOBNBOXes are owned by the input TO_BLOCK for the whole time, except
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// for a phase in FindBlocks before TransformToBlocks, when they become
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// owned by the ColPartitions. The owner() ColPartition of a BLOBNBOX
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// indicates more of a betrothal for the majority of layout analysis, ie
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// which ColPartition will take ownership when the blobs are release from
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// the input TO_BLOCK. Exception: image_bblobs_ owns the fake blobs that
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// are part of the image regions, as they are not on any TO_BLOCK list.
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// TODO(rays) break up column finder further into smaller classes, as
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// there is a lot more to it than column finding now.
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// ======================================================================
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// Performs initial processing on the blobs in the input_block:
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// Setup the part_grid, stroke_width_, nontext_map_.
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// Obvious noise blobs are filtered out and used to mark the nontext_map_.
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// Initial stroke-width analysis is used to get local text alignment
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// direction, so the textline projection_ map can be setup.
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// On return, IsVerticallyAlignedText may be called (now optionally) to
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// determine the gross textline alignment of the page.
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void SetupAndFilterNoise(Pix* photo_mask_pix, TO_BLOCK* input_block);
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// Tests for vertical alignment of text (returning true if so), and generates
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// a list of blobs (in osd_blobs) for orientation and script detection.
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// block is the single block for the whole page or rectangle to be OCRed.
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// Note that the vertical alignment may be due to text whose writing direction
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// is vertical, like say Japanese, or due to text whose writing direction is
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// horizontal but whose text appears vertically aligned because the image is
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// not the right way up.
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// find_vertical_text_ratio should be textord_tabfind_vertical_text_ratio.
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bool IsVerticallyAlignedText(double find_vertical_text_ratio,
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TO_BLOCK* block, BLOBNBOX_CLIST* osd_blobs);
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// Rotates the blobs and the TabVectors so that the gross writing direction
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// (text lines) are horizontal and lines are read down the page.
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// Applied rotation stored in rotation_.
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// A second rotation is calculated for application during recognition to
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// make the rotated blobs upright for recognition.
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// Subsequent rotation stored in text_rotation_.
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//
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// Arguments:
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// vertical_text_lines is true if the text lines are vertical.
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// recognition_rotation [0..3] is the number of anti-clockwise 90 degree
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// rotations from osd required for the text to be upright and readable.
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void CorrectOrientation(TO_BLOCK* block, bool vertical_text_lines,
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int recognition_rotation);
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// Finds blocks of text, image, rule line, table etc, returning them in the
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// blocks and to_blocks
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// (Each TO_BLOCK points to the basic BLOCK and adds more information.)
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// Image blocks are generated by a combination of photo_mask_pix (which may
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// NOT be NULL) and the rejected text found during preliminary textline
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// finding.
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// The input_block is the result of a call to find_components, and contains
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// the blobs found in the image or rectangle to be OCRed. These blobs will be
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// removed and placed in the output blocks, while unused ones will be deleted.
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// If single_column is true, the input is treated as single column, but
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// it is still divided into blocks of equal line spacing/text size.
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// scaled_color is scaled down by scaled_factor from the input color image,
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// and may be NULL if the input was not color.
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// grey_pix is optional, but if present must match the photo_mask_pix in size,
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// and must be a *real* grey image instead of binary_pix * 255.
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// thresholds_pix is expected to be present iff grey_pix is present and
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// can be an integer factor reduction of the grey_pix. It represents the
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// thresholds that were used to create the binary_pix from the grey_pix.
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// Small blobs that confuse the segmentation into lines are placed into
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// diacritic_blobs, with the intention that they be put into the most
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// appropriate word after the rest of layout analysis.
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// Returns -1 if the user hits the 'd' key in the blocks window while running
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// in debug mode, which requests a retry with more debug info.
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int FindBlocks(PageSegMode pageseg_mode, Pix* scaled_color, int scaled_factor,
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TO_BLOCK* block, Pix* photo_mask_pix, Pix* thresholds_pix,
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Pix* grey_pix, BLOCK_LIST* blocks,
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BLOBNBOX_LIST* diacritic_blobs, TO_BLOCK_LIST* to_blocks);
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// Get the rotation required to deskew, and its inverse rotation.
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void GetDeskewVectors(FCOORD* deskew, FCOORD* reskew);
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// Set the equation detection pointer.
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void SetEquationDetect(EquationDetectBase* detect);
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private:
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// Displays the blob and block bounding boxes in a window called Blocks.
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void DisplayBlocks(BLOCK_LIST* blocks);
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// Displays the column edges at each grid y coordinate defined by
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// best_columns_.
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void DisplayColumnBounds(PartSetVector* sets);
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////// Functions involved in determining the columns used on the page. /////
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// Sets up column_sets_ (the determined column layout at each horizontal
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// slice). Returns false if the page is empty.
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bool MakeColumns(bool single_column);
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// Attempt to improve the column_candidates by expanding the columns
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// and adding new partitions from the partition sets in src_sets.
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// Src_sets may be equal to column_candidates, in which case it will
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// use them as a source to improve themselves.
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void ImproveColumnCandidates(PartSetVector* src_sets,
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PartSetVector* column_sets);
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// Prints debug information on the column candidates.
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void PrintColumnCandidates(const char* title);
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// Finds the optimal set of columns that cover the entire image with as
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// few changes in column partition as possible.
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// Returns true if any part of the page is multi-column.
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bool AssignColumns(const PartSetVector& part_sets);
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// Finds the biggest range in part_sets_ that has no assigned column, but
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// column assignment is possible.
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bool BiggestUnassignedRange(int set_count, const bool* any_columns_possible,
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int* start, int* end);
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// Finds the modal compatible column_set_ index within the given range.
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int RangeModalColumnSet(int** column_set_costs, const int* assigned_costs,
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int start, int end);
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// Given that there are many column_set_id compatible columns in the range,
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// shrinks the range to the longest contiguous run of compatibility, allowing
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// gaps where no columns are possible, but not where competing columns are
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// possible.
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void ShrinkRangeToLongestRun(int** column_set_costs,
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const int* assigned_costs,
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const bool* any_columns_possible,
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int column_set_id,
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int* best_start, int* best_end);
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// Moves start in the direction of step, upto, but not including end while
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// the only incompatible regions are no more than kMaxIncompatibleColumnCount
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// in size, and the compatible regions beyond are bigger.
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void ExtendRangePastSmallGaps(int** column_set_costs,
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const int* assigned_costs,
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const bool* any_columns_possible,
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int column_set_id,
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int step, int end, int* start);
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// Assigns the given column_set_id to the part_sets_ in the given range.
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void AssignColumnToRange(int column_set_id, int start, int end,
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int** column_set_costs, int* assigned_costs);
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// Computes the mean_column_gap_.
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void ComputeMeanColumnGap(bool any_multi_column);
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//////// Functions that manipulate ColPartitions in the part_grid_ /////
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//////// to split, merge, find margins, and find types. //////////////
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// Hoovers up all un-owned blobs and deletes them.
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// The rest get released from the block so the ColPartitions can pass
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// ownership to the output blocks.
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void ReleaseBlobsAndCleanupUnused(TO_BLOCK* block);
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// Splits partitions that cross columns where they have nothing in the gap.
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void GridSplitPartitions();
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// Merges partitions where there is vertical overlap, within a single column,
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// and the horizontal gap is small enough.
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void GridMergePartitions();
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// Inserts remaining noise blobs into the most applicable partition if any.
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// If there is no applicable partition, then the blobs are deleted.
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void InsertRemainingNoise(TO_BLOCK* block);
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// Remove partitions that come from horizontal lines that look like
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// underlines, but are not part of a table.
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void GridRemoveUnderlinePartitions();
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// Add horizontal line separators as partitions.
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void GridInsertHLinePartitions();
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// Add vertical line separators as partitions.
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void GridInsertVLinePartitions();
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// For every ColPartition in the grid, sets its type based on position
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// in the columns.
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void SetPartitionTypes();
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// Only images remain with multiple types in a run of partners.
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// Sets the type of all in the group to the maximum of the group.
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void SmoothPartnerRuns();
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//////// Functions that make the final output blocks ///////
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// Helper functions for TransformToBlocks.
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// Add the part to the temp list in the correct order.
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void AddToTempPartList(ColPartition* part, ColPartition_CLIST* temp_list);
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// Add everything from the temp list to the work_set assuming correct order.
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void EmptyTempPartList(ColPartition_CLIST* temp_list,
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WorkingPartSet_LIST* work_set);
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// Transform the grid of partitions to the output blocks.
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void TransformToBlocks(BLOCK_LIST* blocks, TO_BLOCK_LIST* to_blocks);
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// Reflect the blob boxes (but not the outlines) in the y-axis so that
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// the blocks get created in the correct RTL order. Rotates the blobs
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// in the input_block and the bblobs list.
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// The reflection is undone in RotateAndReskewBlocks by
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// reflecting the blocks themselves, and then recomputing the blob bounding
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// boxes.
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void ReflectForRtl(TO_BLOCK* input_block, BLOBNBOX_LIST* bblobs);
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// Undo the deskew that was done in FindTabVectors, as recognition is done
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// without correcting blobs or blob outlines for skew.
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// Reskew the completed blocks to put them back to the original rotated coords
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// that were created by CorrectOrientation.
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// If the input_is_rtl, then reflect the blocks in the y-axis to undo the
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// reflection that was done before FindTabVectors.
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// Blocks that were identified as vertical text (relative to the rotated
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// coordinates) are further rotated so the text lines are horizontal.
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// blob polygonal outlines are rotated to match the position of the blocks
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// that they are in, and their bounding boxes are recalculated to be accurate.
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// Record appropriate inverse transformations and required
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// classifier transformation in the blocks.
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void RotateAndReskewBlocks(bool input_is_rtl, TO_BLOCK_LIST* to_blocks);
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// Computes the rotations for the block (to make textlines horizontal) and
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// for the blobs (for classification) and sets the appropriate members
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// of the given block.
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// Returns the rotation that needs to be applied to the blobs to make
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// them sit in the rotated block.
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FCOORD ComputeBlockAndClassifyRotation(BLOCK* block);
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// If true then the page language is cjk, so it is safe to perform
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// FixBrokenCJK.
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bool cjk_script_;
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// The minimum gutter width to apply for finding columns.
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// Modified when vertical text is detected to prevent detection of
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// vertical text lines as columns.
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int min_gutter_width_;
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// The mean gap between columns over the page.
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int mean_column_gap_;
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// Config param saved at construction time. Modifies min_gutter_width_ with
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// vertical text to prevent detection of vertical text as columns.
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double tabfind_aligned_gap_fraction_;
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// The rotation vector needed to convert original coords to deskewed.
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FCOORD deskew_;
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// The rotation vector needed to convert deskewed back to original coords.
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FCOORD reskew_;
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// The rotation vector used to rotate vertically oriented pages.
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FCOORD rotation_;
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// The rotation vector needed to convert the rotated back to original coords.
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FCOORD rerotate_;
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// The additional rotation vector needed to rotate text for recognition.
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FCOORD text_rotation_;
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// The column_sets_ contain the ordered candidate ColPartitionSets that
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// define the possible divisions of the page into columns.
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PartSetVector column_sets_;
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// A simple array of pointers to the best assigned column division at
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// each grid y coordinate.
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ColPartitionSet** best_columns_;
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// The grid used for creating initial partitions with strokewidth.
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StrokeWidth* stroke_width_;
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// The grid used to hold ColPartitions after the columns have been determined.
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ColPartitionGrid part_grid_;
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// List of ColPartitions that are no longer needed after they have been
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// turned into regions, but are kept around because they are referenced
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// by the part_grid_.
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ColPartition_LIST good_parts_;
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// List of ColPartitions that are big and might be dropcap or vertically
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// joined.
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ColPartition_LIST big_parts_;
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// List of ColPartitions that have been declared noise.
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ColPartition_LIST noise_parts_;
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// The fake blobs that are made from the images.
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BLOBNBOX_LIST image_bblobs_;
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// Horizontal line separators.
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TabVector_LIST horizontal_lines_;
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// Image map of photo/noise areas on the page.
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Pix* nontext_map_;
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// Textline projection map.
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TextlineProjection projection_;
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// Sequence of DENORMS that indicate how to get back to the original image
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// coordinate space. The destructor must delete all the DENORMs in the chain.
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DENORM* denorm_;
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// Various debug windows that automatically go away on completion.
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ScrollView* input_blobs_win_;
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// The equation region detector pointer. Note: This pointer is passed in by
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// member function SetEquationDetect, and releasing it is NOT owned by this
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// class.
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EquationDetectBase* equation_detect_;
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// Allow a subsequent instance to reuse the blocks window.
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// Not thread-safe, but multiple threads shouldn't be using windows anyway.
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static ScrollView* blocks_win_;
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};
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} // namespace tesseract.
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#endif // TESSERACT_TEXTORD_COLFIND_H__
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