mirror/tesseract
1
0
Fork 0
mirror of https://github.com/tesseract-ocr/tesseract.git synced 2024-11-30 23:49:05 +08:00
Code Issues Actions 10 Packages Projects Releases Wiki Activity
c1a01d0c51
tesseract/textord/tablerecog.cpp
Stefan Weil 64f9190575 textord: Fix typos in comments and strings 
All of them were found by codespell.

Signed-off-by: Stefan Weil <sw@weilnetz.de>
2015-11-04 21:58:42 +01:00

1067 lines
39 KiB
C++
Raw Blame History

///////////////////////////////////////////////////////////////////////
// File: tablerecog.cpp
// Description: Helper class to help structure table areas. Given an bounding
// box from TableFinder, the TableRecognizer should give a
// StructuredTable (maybe a list in the future) of "good" tables
// in that area.
// Author: Nicholas Beato
// Created: Friday, Aug. 20, 2010
//
// (C) Copyright 2009, Google Inc.
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
// http://www.apache.org/licenses/LICENSE-2.0
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
//
///////////////////////////////////////////////////////////////////////
#ifdef HAVE_CONFIG_H
#include "config_auto.h"
#endif
#include "tablerecog.h"
namespace tesseract {
// The amount of space required between the ColPartitions in 2 columns
// of a non-lined table as a multiple of the median width.
const double kHorizontalSpacing = 0.30;
// The amount of space required between the ColPartitions in 2 rows
// of a non-lined table as multiples of the median height.
const double kVerticalSpacing = -0.2;
// The number of cells that the grid lines may intersect.
// See FindCellSplitLocations for explanation.
const int kCellSplitRowThreshold = 0;
const int kCellSplitColumnThreshold = 0;
// For "lined tables", the number of required lines. Currently a guess.
const int kLinedTableMinVerticalLines = 3;
const int kLinedTableMinHorizontalLines = 3;
// Number of columns required, as a fraction of the most columns found.
// None of these are tweaked at all.
const double kRequiredColumns = 0.7;
// The tolerance for comparing margins of potential tables.
const double kMarginFactor = 1.1;
// The first and last row should be consistent cell height.
// This factor is the first and last row cell height max.
const double kMaxRowSize = 2.5;
// Number of filled columns required to form a strong table row.
// For small tables, this is an absolute number.
const double kGoodRowNumberOfColumnsSmall[] = { 2, 2, 2, 2, 2, 3, 3 };
const int kGoodRowNumberOfColumnsSmallSize =
sizeof(kGoodRowNumberOfColumnsSmall) / sizeof(double) - 1;
// For large tables, it is a relative number
const double kGoodRowNumberOfColumnsLarge = 0.7;
// The amount of area that must be covered in a cell by ColPartitions to
// be considered "filled"
const double kMinFilledArea = 0.35;
////////
//////// StructuredTable Class
////////
StructuredTable::StructuredTable()
: text_grid_(NULL),
line_grid_(NULL),
is_lined_(false),
space_above_(0),
space_below_(0),
space_left_(0),
space_right_(0),
median_cell_height_(0),
median_cell_width_(0),
max_text_height_(MAX_INT32) {
}
StructuredTable::~StructuredTable() {
}
void StructuredTable::Init() {
}
void StructuredTable::set_text_grid(ColPartitionGrid* text_grid) {
text_grid_ = text_grid;
}
void StructuredTable::set_line_grid(ColPartitionGrid* line_grid) {
line_grid_ = line_grid;
}
void StructuredTable::set_max_text_height(int height) {
max_text_height_ = height;
}
bool StructuredTable::is_lined() const {
return is_lined_;
}
int StructuredTable::row_count() const {
return cell_y_.length() == 0 ? 0 : cell_y_.length() - 1;
}
int StructuredTable::column_count() const {
return cell_x_.length() == 0 ? 0 : cell_x_.length() - 1;
}
int StructuredTable::cell_count() const {
return row_count() * column_count();
}
void StructuredTable::set_bounding_box(const TBOX& box) {
bounding_box_ = box;
}
const TBOX& StructuredTable::bounding_box() const {
return bounding_box_;
}
int StructuredTable::median_cell_height() {
return median_cell_height_;
}
int StructuredTable::median_cell_width() {
return median_cell_width_;
}
int StructuredTable::row_height(int row) const {
ASSERT_HOST(0 <= row && row < row_count());
return cell_y_[row + 1] - cell_y_[row];
}
int StructuredTable::column_width(int column) const {
ASSERT_HOST(0 <= column && column < column_count());
return cell_x_[column + 1] - cell_x_[column];
}
int StructuredTable::space_above() const {
return space_above_;
}
int StructuredTable::space_below() const {
return space_below_;
}
// At this point, we know that the lines are contained
// by the box (by FindLinesBoundingBox).
// So try to find the cell structure and make sure it works out.
// The assumption is that all lines span the table. If this
// assumption fails, the VerifyLinedTable method will
// abort the lined table. The TableRecognizer will fall
// back on FindWhitespacedStructure.
bool StructuredTable::FindLinedStructure() {
ClearStructure();
// Search for all of the lines in the current box.
// Update the cellular structure with the exact lines.
ColPartitionGridSearch box_search(line_grid_);
box_search.SetUniqueMode(true);
box_search.StartRectSearch(bounding_box_);
ColPartition* line = NULL;
while ((line = box_search.NextRectSearch()) != NULL) {
if (line->IsHorizontalLine())
cell_y_.push_back(line->MidY());
if (line->IsVerticalLine())
cell_x_.push_back(line->MidX());
}
// HasSignificantLines should guarantee cells.
// Because that code is a different class, just gracefully
// return false. This could be an assert.
if (cell_x_.length() < 3 || cell_y_.length() < 3)
return false;
cell_x_.sort();
cell_y_.sort();
// Remove duplicates that may have occurred due to split lines.
cell_x_.compact_sorted();
cell_y_.compact_sorted();
// The border should be the extents of line boxes, not middle.
cell_x_[0] = bounding_box_.left();
cell_x_[cell_x_.length() - 1] = bounding_box_.right();
cell_y_[0] = bounding_box_.bottom();
cell_y_[cell_y_.length() - 1] = bounding_box_.top();
// Remove duplicates that may have occurred due to moving the borders.
cell_x_.compact_sorted();
cell_y_.compact_sorted();
CalculateMargins();
CalculateStats();
is_lined_ = VerifyLinedTableCells();
return is_lined_;
}
// Finds the cellular structure given a particular box.
bool StructuredTable::FindWhitespacedStructure() {
ClearStructure();
FindWhitespacedColumns();
FindWhitespacedRows();
if (!VerifyWhitespacedTable()) {
return false;
} else {
bounding_box_.set_left(cell_x_[0]);
bounding_box_.set_right(cell_x_[cell_x_.length() - 1]);
bounding_box_.set_bottom(cell_y_[0]);
bounding_box_.set_top(cell_y_[cell_y_.length() - 1]);
AbsorbNearbyLines();
CalculateMargins();
CalculateStats();
return true;
}
}
// Tests if a partition fits inside the table structure.
// Partitions must fully span a grid line in order to intersect it.
// This means that a partition does not intersect a line
// that it "just" touches. This is mainly because the assumption
// throughout the code is that "0" distance is a very very small space.
bool StructuredTable::DoesPartitionFit(const ColPartition& part) const {
const TBOX& box = part.bounding_box();
for (int i = 0; i < cell_x_.length(); ++i)
if (box.left() < cell_x_[i] && cell_x_[i] < box.right())
return false;
for (int i = 0; i < cell_y_.length(); ++i)
if (box.bottom() < cell_y_[i] && cell_y_[i] < box.top())
return false;
return true;
}
// Checks if a sub-table has multiple data cells filled.
int StructuredTable::CountFilledCells() {
return CountFilledCells(0, row_count() - 1, 0, column_count() - 1);
}
int StructuredTable::CountFilledCellsInRow(int row) {
return CountFilledCells(row, row, 0, column_count() - 1);
}
int StructuredTable::CountFilledCellsInColumn(int column) {
return CountFilledCells(0, row_count() - 1, column, column);
}
int StructuredTable::CountFilledCells(int row_start, int row_end,
int column_start, int column_end) {
ASSERT_HOST(0 <= row_start && row_start <= row_end && row_end < row_count());
ASSERT_HOST(0 <= column_start && column_start <= column_end &&
column_end < column_count());
int cell_count = 0;
TBOX cell_box;
for (int row = row_start; row <= row_end; ++row) {
cell_box.set_bottom(cell_y_[row]);
cell_box.set_top(cell_y_[row + 1]);
for (int col = column_start; col <= column_end; ++col) {
cell_box.set_left(cell_x_[col]);
cell_box.set_right(cell_x_[col + 1]);
if (CountPartitions(cell_box) > 0)
++cell_count;
}
}
return cell_count;
}
// Makes sure that at least one cell in a row has substantial area filled.
// This can filter out large whitespace caused by growing tables too far
// and page numbers.
bool StructuredTable::VerifyRowFilled(int row) {
for (int i = 0; i < column_count(); ++i) {
double area_filled = CalculateCellFilledPercentage(row, i);
if (area_filled >= kMinFilledArea)
return true;
}
return false;
}
// Finds the filled area in a cell.
// Assume ColPartitions do not overlap for simplicity (even though they do).
double StructuredTable::CalculateCellFilledPercentage(int row, int column) {
ASSERT_HOST(0 <= row && row <= row_count());
ASSERT_HOST(0 <= column && column <= column_count());
const TBOX kCellBox(cell_x_[column], cell_y_[row],
cell_x_[column + 1], cell_y_[row + 1]);
ASSERT_HOST(!kCellBox.null_box());
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(kCellBox);
double area_covered = 0;
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (text->IsTextType())
area_covered += text->bounding_box().intersection(kCellBox).area();
}
const inT32 current_area = kCellBox.area();
if (current_area == 0) {
return 1.0;
}
return MIN(1.0, area_covered / current_area);
}
void StructuredTable::Display(ScrollView* window, ScrollView::Color color) {
#ifndef GRAPHICS_DISABLED
window->Brush(ScrollView::NONE);
window->Pen(color);
window->Rectangle(bounding_box_.left(), bounding_box_.bottom(),
bounding_box_.right(), bounding_box_.top());
for (int i = 0; i < cell_x_.length(); i++) {
window->Line(cell_x_[i], bounding_box_.bottom(),
cell_x_[i], bounding_box_.top());
}
for (int i = 0; i < cell_y_.length(); i++) {
window->Line(bounding_box_.left(), cell_y_[i],
bounding_box_.right(), cell_y_[i]);
}
window->UpdateWindow();
#endif
}
// Clear structure information.
void StructuredTable::ClearStructure() {
cell_x_.clear();
cell_y_.clear();
is_lined_ = false;
space_above_ = 0;
space_below_ = 0;
space_left_ = 0;
space_right_ = 0;
median_cell_height_ = 0;
median_cell_width_ = 0;
}
// When a table has lines, the lines should not intersect any partitions.
// The following function makes sure the previous assumption is met.
bool StructuredTable::VerifyLinedTableCells() {
// Function only called when lines exist.
ASSERT_HOST(cell_y_.length() >= 2 && cell_x_.length() >= 2);
for (int i = 0; i < cell_y_.length(); ++i) {
if (CountHorizontalIntersections(cell_y_[i]) > 0)
return false;
}
for (int i = 0; i < cell_x_.length(); ++i) {
if (CountVerticalIntersections(cell_x_[i]) > 0)
return false;
}
return true;
}
// TODO(nbeato): Could be much better than this.
// Examples:
// - Caclulate the percentage of filled cells.
// - Calculate the average number of ColPartitions per cell.
// - Calculate the number of cells per row with partitions.
// - Check if ColPartitions in adjacent cells are similar.
// - Check that all columns are at least a certain width.
// - etc.
bool StructuredTable::VerifyWhitespacedTable() {
// criteria for a table, must be at least 2x3 or 3x2
return row_count() >= 2 && column_count() >= 2 && cell_count() >= 6;
}
// Finds vertical splits in the ColPartitions of text_grid_ by considering
// all possible "good" guesses. A good guess is just the left/right sides of
// the partitions, since these locations will uniquely define where the
// extremal values where the splits can occur. The split happens
// in the middle of the two nearest partitions.
void StructuredTable::FindWhitespacedColumns() {
// Set of the extents of all partitions on the page.
GenericVectorEqEq<int> left_sides;
GenericVectorEqEq<int> right_sides;
// Look at each text partition. We want to find the partitions
// that have extremal left/right sides. These will give us a basis
// for the table columns.
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(bounding_box_);
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (!text->IsTextType())
continue;
ASSERT_HOST(text->bounding_box().left() < text->bounding_box().right());
int spacing = static_cast<int>(text->median_width() *
kHorizontalSpacing / 2.0 + 0.5);
left_sides.push_back(text->bounding_box().left() - spacing);
right_sides.push_back(text->bounding_box().right() + spacing);
}
// It causes disaster below, so avoid it!
if (left_sides.length() == 0 || right_sides.length() == 0)
return;
// Since data may be inserted in grid order, we sort the left/right sides.
left_sides.sort();
right_sides.sort();
// At this point, in the "merged list", we expect to have a left side,
// followed by either more left sides or a right side. The last number
// should be a right side. We find places where the splits occur by looking
// for "valleys". If we want to force gap sizes or allow overlap, change
// the spacing above. If you want to let lines "slice" partitions as long
// as it is infrequent, change the following function.
FindCellSplitLocations(left_sides, right_sides, kCellSplitColumnThreshold,
&cell_x_);
}
// Finds horizontal splits in the ColPartitions of text_grid_ by considering
// all possible "good" guesses. A good guess is just the bottom/top sides of
// the partitions, since these locations will uniquely define where the
// extremal values where the splits can occur. The split happens
// in the middle of the two nearest partitions.
void StructuredTable::FindWhitespacedRows() {
// Set of the extents of all partitions on the page.
GenericVectorEqEq<int> bottom_sides;
GenericVectorEqEq<int> top_sides;
// We will be "shrinking" partitions, so keep the min/max around to
// make sure the bottom/top lines do not intersect text.
int min_bottom = MAX_INT32;
int max_top = MIN_INT32;
// Look at each text partition. We want to find the partitions
// that have extremal bottom/top sides. These will give us a basis
// for the table rows. Because the textlines can be skewed and close due
// to warping, the height of the partitions is toned down a little bit.
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(bounding_box_);
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (!text->IsTextType())
continue;
ASSERT_HOST(text->bounding_box().bottom() < text->bounding_box().top());
min_bottom = MIN(min_bottom, text->bounding_box().bottom());
max_top = MAX(max_top, text->bounding_box().top());
// Ignore "tall" text partitions, as these are usually false positive
// vertical text or multiple lines pulled together.
if (text->bounding_box().height() > max_text_height_)
continue;
int spacing = static_cast<int>(text->bounding_box().height() *
kVerticalSpacing / 2.0 + 0.5);
int bottom = text->bounding_box().bottom() - spacing;
int top = text->bounding_box().top() + spacing;
// For horizontal text, the factor can be negative. This should
// probably cause a warning or failure. I haven't actually checked if
// it happens.
if (bottom >= top)
continue;
bottom_sides.push_back(bottom);
top_sides.push_back(top);
}
// It causes disaster below, so avoid it!
if (bottom_sides.length() == 0 || top_sides.length() == 0)
return;
// Since data may be inserted in grid order, we sort the bottom/top sides.
bottom_sides.sort();
top_sides.sort();
// At this point, in the "merged list", we expect to have a bottom side,
// followed by either more bottom sides or a top side. The last number
// should be a top side. We find places where the splits occur by looking
// for "valleys". If we want to force gap sizes or allow overlap, change
// the spacing above. If you want to let lines "slice" partitions as long
// as it is infrequent, change the following function.
FindCellSplitLocations(bottom_sides, top_sides, kCellSplitRowThreshold,
&cell_y_);
// Recover the min/max correctly since it was shifted.
cell_y_[0] = min_bottom;
cell_y_[cell_y_.length() - 1] = max_top;
}
void StructuredTable::CalculateMargins() {
space_above_ = MAX_INT32;
space_below_ = MAX_INT32;
space_right_ = MAX_INT32;
space_left_ = MAX_INT32;
UpdateMargins(text_grid_);
UpdateMargins(line_grid_);
}
// Finds the nearest partition in grid to the table
// boundaries and updates the margin.
void StructuredTable::UpdateMargins(ColPartitionGrid* grid) {
int below = FindVerticalMargin(grid, bounding_box_.bottom(), true);
space_below_ = MIN(space_below_, below);
int above = FindVerticalMargin(grid, bounding_box_.top(), false);
space_above_ = MIN(space_above_, above);
int left = FindHorizontalMargin(grid, bounding_box_.left(), true);
space_left_ = MIN(space_left_, left);
int right = FindHorizontalMargin(grid, bounding_box_.right(), false);
space_right_ = MIN(space_right_, right);
}
int StructuredTable::FindVerticalMargin(ColPartitionGrid* grid, int border,
bool decrease) const {
ColPartitionGridSearch gsearch(grid);
gsearch.SetUniqueMode(true);
gsearch.StartVerticalSearch(bounding_box_.left(), bounding_box_.right(),
border);
ColPartition* part = NULL;
while ((part = gsearch.NextVerticalSearch(decrease)) != NULL) {
if (!part->IsTextType() && !part->IsHorizontalLine())
continue;
int distance = decrease ? border - part->bounding_box().top()
: part->bounding_box().bottom() - border;
if (distance >= 0)
return distance;
}
return MAX_INT32;
}
int StructuredTable::FindHorizontalMargin(ColPartitionGrid* grid, int border,
bool decrease) const {
ColPartitionGridSearch gsearch(grid);
gsearch.SetUniqueMode(true);
gsearch.StartSideSearch(border, bounding_box_.bottom(), bounding_box_.top());
ColPartition* part = NULL;
while ((part = gsearch.NextSideSearch(decrease)) != NULL) {
if (!part->IsTextType() && !part->IsVerticalLine())
continue;
int distance = decrease ? border - part->bounding_box().right()
: part->bounding_box().left() - border;
if (distance >= 0)
return distance;
}
return MAX_INT32;
}
void StructuredTable::CalculateStats() {
const int kMaxCellHeight = 1000;
const int kMaxCellWidth = 1000;
STATS height_stats(0, kMaxCellHeight + 1);
STATS width_stats(0, kMaxCellWidth + 1);
for (int i = 0; i < row_count(); ++i)
height_stats.add(row_height(i), column_count());
for (int i = 0; i < column_count(); ++i)
width_stats.add(column_width(i), row_count());
median_cell_height_ = static_cast<int>(height_stats.median() + 0.5);
median_cell_width_ = static_cast<int>(width_stats.median() + 0.5);
}
// Looks for grid lines near the current bounding box and
// grows the bounding box to include them if no intersections
// will occur as a result. This is necessary because the margins
// are calculated relative to the closest line/text. If the
// line isn't absorbed, the margin will be the distance to the line.
void StructuredTable::AbsorbNearbyLines() {
ColPartitionGridSearch gsearch(line_grid_);
gsearch.SetUniqueMode(true);
// Is the closest line above good? Loop multiple times for tables with
// multi-line (sometimes 2) borders. Limit the number of lines by
// making sure they stay within a table cell or so.
ColPartition* line = NULL;
gsearch.StartVerticalSearch(bounding_box_.left(), bounding_box_.right(),
bounding_box_.top());
while ((line = gsearch.NextVerticalSearch(false)) != NULL) {
if (!line->IsHorizontalLine())
break;
TBOX text_search(bounding_box_.left(), bounding_box_.top() + 1,
bounding_box_.right(), line->MidY());
if (text_search.height() > median_cell_height_ * 2)
break;
if (CountPartitions(text_search) > 0)
break;
bounding_box_.set_top(line->MidY());
}
// As above, is the closest line below good?
line = NULL;
gsearch.StartVerticalSearch(bounding_box_.left(), bounding_box_.right(),
bounding_box_.bottom());
while ((line = gsearch.NextVerticalSearch(true)) != NULL) {
if (!line->IsHorizontalLine())
break;
TBOX text_search(bounding_box_.left(), line->MidY(),
bounding_box_.right(), bounding_box_.bottom() - 1);
if (text_search.height() > median_cell_height_ * 2)
break;
if (CountPartitions(text_search) > 0)
break;
bounding_box_.set_bottom(line->MidY());
}
// TODO(nbeato): vertical lines
}
// This function will find all "0 valleys" (of any length) given two
// arrays. The arrays are the mins and maxes of partitions (either
// left and right or bottom and top). Since the min/max lists are generated
// with pairs of increasing integers, we can make some assumptions in
// the function about ordering of the overall list, which are shown in the
// asserts.
// The algorithm works as follows:
// While there are numbers to process, take the smallest number.
// If it is from the min_list, increment the "hill" counter.
// Otherwise, decrement the "hill" counter.
// In the process of doing this, keep track of "crossing" the
// desired height.
// The first/last items are extremal values of the list and known.
// NOTE: This function assumes the lists are sorted!
void StructuredTable::FindCellSplitLocations(const GenericVector<int>& min_list,
const GenericVector<int>& max_list,
int max_merged,
GenericVector<int>* locations) {
locations->clear();
ASSERT_HOST(min_list.length() == max_list.length());
if (min_list.length() == 0)
return;
ASSERT_HOST(min_list.get(0) < max_list.get(0));
ASSERT_HOST(min_list.get(min_list.length() - 1) <
max_list.get(max_list.length() - 1));
locations->push_back(min_list.get(0));
int min_index = 0;
int max_index = 0;
int stacked_partitions = 0;
int last_cross_position = MAX_INT32;
// max_index will expire after min_index.
// However, we can't "increase" the hill size if min_index expired.
// So finish processing when min_index expires.
while (min_index < min_list.length()) {
// Increase the hill count.
if (min_list[min_index] < max_list[max_index]) {
++stacked_partitions;
if (last_cross_position != MAX_INT32 &&
stacked_partitions > max_merged) {
int mid = (last_cross_position + min_list[min_index]) / 2;
locations->push_back(mid);
last_cross_position = MAX_INT32;
}
++min_index;
} else {
// Decrease the hill count.
--stacked_partitions;
if (last_cross_position == MAX_INT32 &&
stacked_partitions <= max_merged) {
last_cross_position = max_list[max_index];
}
++max_index;
}
}
locations->push_back(max_list.get(max_list.length() - 1));
}
// Counts the number of partitions in the table
// box that intersection the given x value.
int StructuredTable::CountVerticalIntersections(int x) {
int count = 0;
// Make a small box to keep the search time down.
const int kGridSize = text_grid_->gridsize();
TBOX vertical_box = bounding_box_;
vertical_box.set_left(x - kGridSize);
vertical_box.set_right(x + kGridSize);
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(vertical_box);
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (!text->IsTextType())
continue;
const TBOX& box = text->bounding_box();
if (box.left() < x && x < box.right())
++count;
}
return count;
}
// Counts the number of partitions in the table
// box that intersection the given y value.
int StructuredTable::CountHorizontalIntersections(int y) {
int count = 0;
// Make a small box to keep the search time down.
const int kGridSize = text_grid_->gridsize();
TBOX horizontal_box = bounding_box_;
horizontal_box.set_bottom(y - kGridSize);
horizontal_box.set_top(y + kGridSize);
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(horizontal_box);
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (!text->IsTextType())
continue;
const TBOX& box = text->bounding_box();
if (box.bottom() < y && y < box.top())
++count;
}
return count;
}
// Counts how many text partitions are in this box.
// This is used to count partitons in cells, as that can indicate
// how "strong" a potential table row/column (or even full table) actually is.
int StructuredTable::CountPartitions(const TBOX& box) {
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartRectSearch(box);
int count = 0;
ColPartition* text = NULL;
while ((text = gsearch.NextRectSearch()) != NULL) {
if (text->IsTextType())
++count;
}
return count;
}
////////
//////// TableRecognizer Class
////////
TableRecognizer::TableRecognizer()
: text_grid_(NULL),
line_grid_(NULL),
min_height_(0),
min_width_(0),
max_text_height_(MAX_INT32) {
}
TableRecognizer::~TableRecognizer() {
}
void TableRecognizer::Init() {
}
void TableRecognizer::set_text_grid(ColPartitionGrid* text_grid) {
text_grid_ = text_grid;
}
void TableRecognizer::set_line_grid(ColPartitionGrid* line_grid) {
line_grid_ = line_grid;
}
void TableRecognizer::set_min_height(int height) {
min_height_ = height;
}
void TableRecognizer::set_min_width(int width) {
min_width_ = width;
}
void TableRecognizer::set_max_text_height(int height) {
max_text_height_ = height;
}
StructuredTable* TableRecognizer::RecognizeTable(const TBOX& guess) {
StructuredTable* table = new StructuredTable();
table->Init();
table->set_text_grid(text_grid_);
table->set_line_grid(line_grid_);
table->set_max_text_height(max_text_height_);
// Try to solve this simple case, a table with *both*
// vertical and horizontal lines.
if (RecognizeLinedTable(guess, table))
return table;
// Fallback to whitespace if that failed.
// TODO(nbeato): Break this apart to take advantage of horizontal
// lines or vertical lines when present.
if (RecognizeWhitespacedTable(guess, table))
return table;
// No table found...
delete table;
return NULL;
}
bool TableRecognizer::RecognizeLinedTable(const TBOX& guess_box,
StructuredTable* table) {
if (!HasSignificantLines(guess_box))
return false;
TBOX line_bound = guess_box;
if (!FindLinesBoundingBox(&line_bound))
return false;
table->set_bounding_box(line_bound);
return table->FindLinedStructure();
}
// Quick implementation. Just count the number of lines in the box.
// A better implementation would counter intersections and look for connected
// components. It could even go as far as finding similar length lines.
// To account for these possible issues, the VerifyLinedTableCells function
// will reject lined tables that cause intersections with text on the page.
// TODO(nbeato): look for "better" lines
bool TableRecognizer::HasSignificantLines(const TBOX& guess) {
ColPartitionGridSearch box_search(line_grid_);
box_search.SetUniqueMode(true);
box_search.StartRectSearch(guess);
ColPartition* line = NULL;
int vertical_count = 0;
int horizontal_count = 0;
while ((line = box_search.NextRectSearch()) != NULL) {
if (line->IsHorizontalLine())
++horizontal_count;
if (line->IsVerticalLine())
++vertical_count;
}
return vertical_count >= kLinedTableMinVerticalLines &&
horizontal_count >= kLinedTableMinHorizontalLines;
}
// Given a bounding box with a bunch of horizontal / vertical lines,
// we just find the extents of all of these lines iteratively.
// The box will be at least as large as guess. This
// could possibly be a bad assumption.
// It is guaranteed to halt in at least O(n * gridarea) where n
// is the number of lines.
// The assumption is that growing the box iteratively will add lines
// several times, but eventually we'll find the extents.
//
// For tables, the approach is a bit aggressive, a single line (which could be
// noise or a column ruling) can destroy the table inside.
//
// TODO(nbeato): This is a quick first implementation.
// A better implementation would actually look for consistency
// in extents of the lines and find the extents using lines
// that clearly describe the table. This would allow the
// lines to "vote" for height/width. An approach like
// this would solve issues with page layout rulings.
// I haven't looked for these issues yet, so I can't even
// say they happen confidently.
bool TableRecognizer::FindLinesBoundingBox(TBOX* bounding_box) {
// The first iteration will tell us if there are lines
// present and shrink the box to a minimal iterative size.
if (!FindLinesBoundingBoxIteration(bounding_box))
return false;
// Keep growing until the area of the table stabilizes.
// The box can only get bigger, increasing area.
bool changed = true;
while (changed) {
changed = false;
int old_area = bounding_box->area();
bool check = FindLinesBoundingBoxIteration(bounding_box);
// At this point, the function will return true.
ASSERT_HOST(check);
ASSERT_HOST(bounding_box->area() >= old_area);
changed = (bounding_box->area() > old_area);
}
return true;
}
bool TableRecognizer::FindLinesBoundingBoxIteration(TBOX* bounding_box) {
// Search for all of the lines in the current box, keeping track of extents.
ColPartitionGridSearch box_search(line_grid_);
box_search.SetUniqueMode(true);
box_search.StartRectSearch(*bounding_box);
ColPartition* line = NULL;
bool first_line = true;
while ((line = box_search.NextRectSearch()) != NULL) {
if (line->IsLineType()) {
if (first_line) {
// The first iteration can shrink the box.
*bounding_box = line->bounding_box();
first_line = false;
} else {
*bounding_box += line->bounding_box();
}
}
}
return !first_line;
}
// The goal of this function is to move the table boundaries around and find
// a table that maximizes the whitespace around the table while maximizing
// the cellular structure. As a result, it gets confused by headers, footers,
// and merged columns (text that crosses columns). There is a tolerance
// that allows a few partitions to count towards potential cell merges.
// It's the max_merged parameter to FindPartitionLocations.
// It can work, but it needs some false positive remove on boundaries.
// For now, the grid structure must not intersect any partitions.
// Also, small tolerance is added to the horizontal lines for tightly packed
// tables. The tolerance is added by adjusting the bounding boxes of the
// partitions (in FindHorizontalPartitions). The current implementation
// only adjusts the vertical extents of the table.
//
// Also note. This was hacked at a lot. It could probably use some
// more hacking at to find a good set of border conditions and then a
// nice clean up.
bool TableRecognizer::RecognizeWhitespacedTable(const TBOX& guess_box,
StructuredTable* table) {
TBOX best_box = guess_box; // Best borders known.
int best_below = 0; // Margin size above best table.
int best_above = 0; // Margin size below best table.
TBOX adjusted = guess_box; // The search box.
// We assume that the guess box is somewhat accurate, so we don't allow
// the adjusted border to pass half of the guessed area. This prevents
// "negative" tables from forming.
const int kMidGuessY = (guess_box.bottom() + guess_box.top()) / 2;
// Keeps track of the most columns in an accepted table. The resulting table
// may be less than the max, but we don't want to stray too far.
int best_cols = 0;
// Make sure we find a good border.
bool found_good_border = false;
// Find the bottom of the table by trying a few different locations. For
// each location, the top, left, and right are fixed. We start the search
// in a smaller table to favor best_cols getting a good estimate sooner.
int last_bottom = MAX_INT32;
int bottom = NextHorizontalSplit(guess_box.left(), guess_box.right(),
kMidGuessY - min_height_ / 2, true);
int top = NextHorizontalSplit(guess_box.left(), guess_box.right(),
kMidGuessY + min_height_ / 2, false);
adjusted.set_top(top);
// Headers/footers can be spaced far from everything.
// Make sure that the space below is greater than the space above
// the lowest row.
int previous_below = 0;
const int kMaxChances = 10;
int chances = kMaxChances;
while (bottom != last_bottom) {
adjusted.set_bottom(bottom);
if (adjusted.height() >= min_height_) {
// Try to fit the grid on the current box. We give it a chance
// if the number of columns didn't significantly drop.
table->set_bounding_box(adjusted);
if (table->FindWhitespacedStructure() &&
table->column_count() >= best_cols * kRequiredColumns) {
if (false && IsWeakTableRow(table, 0)) {
// Currently buggy, but was looking promising so disabled.
--chances;
} else {
// We favor 2 things,
// 1- Adding rows that have partitioned data.
// 2- Better margins (to find header/footer).
// For better tables, we just look for multiple cells in the
// bottom row with data in them.
// For margins, the space below the last row should
// be better than a table with the last row removed.
chances = kMaxChances;
double max_row_height = kMaxRowSize * table->median_cell_height();
if ((table->space_below() * kMarginFactor >= best_below &&
table->space_below() >= previous_below) ||
(table->CountFilledCellsInRow(0) > 1 &&
table->row_height(0) < max_row_height)) {
best_box.set_bottom(bottom);
best_below = table->space_below();
best_cols = MAX(table->column_count(), best_cols);
found_good_border = true;
}
}
previous_below = table->space_below();
} else {
--chances;
}
}
if (chances <= 0)
break;
last_bottom = bottom;
bottom = NextHorizontalSplit(guess_box.left(), guess_box.right(),
last_bottom, true);
}
if (!found_good_border)
return false;
// TODO(nbeato) comments: follow modified code above... put it in a function!
found_good_border = false;
int last_top = MIN_INT32;
top = NextHorizontalSplit(guess_box.left(), guess_box.right(),
kMidGuessY + min_height_ / 2, false);
int previous_above = 0;
chances = kMaxChances;
adjusted.set_bottom(best_box.bottom());
while (last_top != top) {
adjusted.set_top(top);
if (adjusted.height() >= min_height_) {
table->set_bounding_box(adjusted);
if (table->FindWhitespacedStructure() &&
table->column_count() >= best_cols * kRequiredColumns) {
int last_row = table->row_count() - 1;
if (false && IsWeakTableRow(table, last_row)) {
// Currently buggy, but was looking promising so disabled.
--chances;
} else {
chances = kMaxChances;
double max_row_height = kMaxRowSize * table->median_cell_height();
if ((table->space_above() * kMarginFactor >= best_above &&
table->space_above() >= previous_above) ||
(table->CountFilledCellsInRow(last_row) > 1 &&
table->row_height(last_row) < max_row_height)) {
best_box.set_top(top);
best_above = table->space_above();
best_cols = MAX(table->column_count(), best_cols);
found_good_border = true;
}
}
previous_above = table->space_above();
} else {
--chances;
}
}
if (chances <= 0)
break;
last_top = top;
top = NextHorizontalSplit(guess_box.left(), guess_box.right(),
last_top, false);
}
if (!found_good_border)
return false;
// If we get here, this shouldn't happen. It can be an assert, but
// I haven't tested it enough to make it crash things.
if (best_box.null_box())
return false;
// Given the best locations, fit the box to those locations.
table->set_bounding_box(best_box);
return table->FindWhitespacedStructure();
}
// Finds the closest value to y that can safely cause a horizontal
// split in the partitions.
// This function has been buggy and not as reliable as I would've
// liked. I suggest finding all of the splits using the
// FindPartitionLocations once and then just keeping the results
// of that function cached somewhere.
int TableRecognizer::NextHorizontalSplit(int left, int right, int y,
bool top_to_bottom) {
ColPartitionGridSearch gsearch(text_grid_);
gsearch.SetUniqueMode(true);
gsearch.StartVerticalSearch(left, right, y);
ColPartition* text = NULL;
int last_y = y;
while ((text = gsearch.NextVerticalSearch(top_to_bottom)) != NULL) {
if (!text->IsTextType() || !text->IsHorizontalType())
continue;
if (text->bounding_box().height() > max_text_height_)
continue;
const TBOX& text_box = text->bounding_box();
if (top_to_bottom && (last_y >= y || last_y <= text_box.top())) {
last_y = MIN(last_y, text_box.bottom());
continue;
}
if (!top_to_bottom && (last_y <= y || last_y >= text_box.bottom())) {
last_y = MAX(last_y, text_box.top());
continue;
}
return last_y;
}
// If none is found, we at least want to preserve the min/max,
// which defines the overlap of y with the last partition in the grid.
return last_y;
}
// Code is buggy right now. It is disabled in the calling function.
// It seems like sometimes the row that is passed in is not correct
// sometimes (like a phantom row is introduced). There's something going
// on in the cell_y_ data member before this is called... not certain.
bool TableRecognizer::IsWeakTableRow(StructuredTable* table, int row) {
if (!table->VerifyRowFilled(row))
return false;
double threshold = 0.0;
if (table->column_count() > kGoodRowNumberOfColumnsSmallSize)
threshold = table->column_count() * kGoodRowNumberOfColumnsLarge;
else
threshold = kGoodRowNumberOfColumnsSmall[table->column_count()];
return table->CountFilledCellsInRow(row) < threshold;
}
} // namespace tesseract
Reference in New Issue View Git Blame Copy Permalink