All Classes Namespaces Files Functions Variables Typedefs Enumerations Enumerator Friends Macros Modules Pages
equationdetect.h
Go to the documentation of this file.
1 // File: equationdetect.h
3 // Description: The equation detection class that inherits equationdetectbase.
4 // Author: Zongyi (Joe) Liu (joeliu@google.com)
5 // Created: Fri Aug 31 11:13:01 PST 2011
6 //
7 // (C) Copyright 2011, Google Inc.
8 // Licensed under the Apache License, Version 2.0 (the "License");
9 // you may not use this file except in compliance with the License.
10 // You may obtain a copy of the License at
11 // http://www.apache.org/licenses/LICENSE-2.0
12 // Unless required by applicable law or agreed to in writing, software
13 // distributed under the License is distributed on an "AS IS" BASIS,
14 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 // See the License for the specific language governing permissions and
16 // limitations under the License.
17 //
19 
20 #ifndef TESSERACT_CCMAIN_EQUATIONDETECT_H__
21 #define TESSERACT_CCMAIN_EQUATIONDETECT_H__
22 
23 #include "blobbox.h"
24 #include "equationdetectbase.h"
25 #include "genericvector.h"
26 #include "unichar.h"
27 
28 class BLOBNBOX;
29 class BLOB_CHOICE;
30 class BLOB_CHOICE_LIST;
31 class TO_BLOCK_LIST;
32 class TBOX;
33 class UNICHARSET;
34 
35 namespace tesseract {
36 
37 class Tesseract;
38 class ColPartition;
39 class ColPartitionGrid;
40 class ColPartitionSet;
41 
43  public:
44  EquationDetect(const char* equ_datapath,
45  const char* equ_language);
47 
48  enum IndentType {
54  };
55 
56  // Reset the lang_tesseract_ pointer. This function should be called before we
57  // do any detector work.
58  void SetLangTesseract(Tesseract* lang_tesseract);
59 
60  // Iterate over the blobs inside to_block, and set the blobs that we want to
61  // process to BSTT_NONE. (By default, they should be BSTT_SKIP). The function
62  // returns 0 upon success.
63  int LabelSpecialText(TO_BLOCK* to_block);
64 
65  // Find possible equation partitions from part_grid. Should be called
66  // after the special_text_type of blobs are set.
67  // It returns 0 upon success.
68  int FindEquationParts(ColPartitionGrid* part_grid,
69  ColPartitionSet** best_columns);
70 
71  // Reset the resolution of the processing image. TEST only function.
72  void SetResolution(const int resolution);
73 
74  protected:
75  // Identify the special text type for one blob, and update its field. When
76  // height_th is set (> 0), we will label the blob as BSTT_NONE if its height
77  // is less than height_th.
78  void IdentifySpecialText(BLOBNBOX *blob, const int height_th);
79 
80  // Estimate the type for one unichar.
82  const UNICHARSET& unicharset, const UNICHAR_ID id) const;
83 
84  // Compute special text type for each blobs in part_grid_.
85  void IdentifySpecialText();
86 
87  // Identify blobs that we want to skip during special blob type
88  // classification.
90 
91  // The ColPartitions in part_grid_ maybe over-segmented, particularly in the
92  // block equation regions. So we like to identify these partitions and merge
93  // them before we do the searching.
94  void MergePartsByLocation();
95 
96  // Staring from the seed center, we do radius search. And for partitions that
97  // have large overlaps with seed, we remove them from part_grid_ and add into
98  // parts_overlap. Note: this function may update the part_grid_, so if the
99  // caller is also running ColPartitionGridSearch, use the RepositionIterator
100  // to continue.
101  void SearchByOverlap(ColPartition* seed,
102  GenericVector<ColPartition*>* parts_overlap);
103 
104  // Insert part back into part_grid_, after it absorbs some other parts.
106 
107  // Identify the colparitions in part_grid_, label them as PT_EQUATION, and
108  // save them into cp_seeds_.
109  void IdentifySeedParts();
110 
111  // Check the blobs count for a seed region candidate.
112  bool CheckSeedBlobsCount(ColPartition* part);
113 
114  // Compute the foreground pixel density for a tbox area.
115  float ComputeForegroundDensity(const TBOX& tbox);
116 
117  // Check if part from seed2 label: with low math density and left indented. We
118  // are using two checks:
119  // 1. If its left is aligned with any coordinates in indented_texts_left,
120  // which we assume have been sorted.
121  // 2. If its foreground density is over foreground_density_th.
122  bool CheckForSeed2(
123  const GenericVector<int>& indented_texts_left,
124  const float foreground_density_th,
125  ColPartition* part);
126 
127  // Count the number of values in sorted_vec that is close to val, used to
128  // check if a partition is aligned with text partitions.
129  int CountAlignment(
130  const GenericVector<int>& sorted_vec, const int val) const;
131 
132  // Check for a seed candidate using the foreground pixel density. And we
133  // return true if the density is below a certain threshold, because characters
134  // in equation regions usually are apart with more white spaces.
135  bool CheckSeedFgDensity(const float density_th, ColPartition* part);
136 
137  // A light version of SplitCPHor: instead of really doing the part split, we
138  // simply compute the union bounding box of each splitted part.
139  void SplitCPHorLite(ColPartition* part, GenericVector<TBOX>* splitted_boxes);
140 
141  // Split the part (horizontally), and save the splitted result into
142  // parts_splitted. Note that it is caller's responsibility to release the
143  // memory owns by parts_splitted. On the other hand, the part is unchanged
144  // during this process and still owns the blobs, so do NOT call DeleteBoxes
145  // when freeing the colpartitions in parts_splitted.
146  void SplitCPHor(ColPartition* part,
147  GenericVector<ColPartition*>* parts_splitted);
148 
149  // Check the density for a seed candidate (part) using its math density and
150  // italic density, returns true if the check passed.
151  bool CheckSeedDensity(const float math_density_high,
152  const float math_density_low,
153  const ColPartition* part) const;
154 
155  // Check if part is indented.
157 
158  // Identify inline partitions from cp_seeds_, and re-label them.
159  void IdentifyInlineParts();
160 
161  // Comute the super bounding box for all colpartitions inside part_grid_.
162  void ComputeCPsSuperBBox();
163 
164  // Identify inline partitions from cp_seeds_ using the horizontal search.
166 
167  // Estimate the line spacing between two text partitions. Returns -1 if not
168  // enough data.
170 
171  // Identify inline partitions from cp_seeds_ using vertical search.
172  void IdentifyInlinePartsVertical(const bool top_to_bottom,
173  const int textPartsLineSpacing);
174 
175  // Check if part is an inline equation zone. This should be called after we
176  // identified the seed regions.
177  bool IsInline(const bool search_bottom,
178  const int textPartsLineSpacing,
179  ColPartition* part);
180 
181  // For a given seed partition, we search the part_grid_ and see if there is
182  // any partition can be merged with it. It returns true if the seed has been
183  // expanded.
184  bool ExpandSeed(ColPartition* seed);
185 
186  // Starting from the seed position, we search the part_grid_
187  // horizontally/vertically, find all parititions that can be
188  // merged with seed, remove them from part_grid_, and put them into
189  // parts_to_merge.
190  void ExpandSeedHorizontal(const bool search_left,
191  ColPartition* seed,
192  GenericVector<ColPartition*>* parts_to_merge);
193  void ExpandSeedVertical(const bool search_bottom,
194  ColPartition* seed,
195  GenericVector<ColPartition*>* parts_to_merge);
196 
197  // Check if a part_box is the small neighbor of seed_box.
198  bool IsNearSmallNeighbor(const TBOX& seed_box,
199  const TBOX& part_box) const;
200 
201  // Perform the density check for part, which we assume is nearing a seed
202  // partition. It returns true if the check passed.
203  bool CheckSeedNeighborDensity(const ColPartition* part) const;
204 
205  // After identify the math blocks, we do one more scanning on all text
206  // partitions, and check if any of them is the satellite of:
207  // math blocks: here a p is the satellite of q if:
208  // 1. q is the nearest vertical neighbor of p, and
209  // 2. y_gap(p, q) is less than a threshold, and
210  // 3. x_overlap(p, q) is over a threshold.
211  // Note that p can be the satellites of two blocks: its top neighbor and
212  // bottom neighbor.
214 
215  // Check if part is the satellite of one/two math blocks. If it is, we return
216  // true, and save the blocks into math_blocks.
218  ColPartition* part, GenericVector<ColPartition*>* math_blocks);
219 
220  // Search the nearest neighbor of part in one vertical direction as defined in
221  // search_bottom. It returns the neighbor found that major x overlap with it,
222  // or NULL when not found.
223  ColPartition* SearchNNVertical(const bool search_bottom,
224  const ColPartition* part);
225 
226  // Check if the neighbor with vertical distance of y_gap is a near and math
227  // block partition.
228  bool IsNearMathNeighbor(const int y_gap, const ColPartition *neighbor) const;
229 
230  // Generate the tiff file name for output/debug file.
231  void GetOutputTiffName(const char* name, STRING* image_name) const;
232 
233  // Debugger function that renders ColPartitions on the input image, where:
234  // parts labeled as PT_EQUATION will be painted in red, PT_INLINE_EQUATION
235  // will be painted in green, and other parts will be painted in blue.
236  void PaintColParts(const STRING& outfile) const;
237 
238  // Debugger function that renders the blobs in part_grid_ over the input
239  // image.
240  void PaintSpecialTexts(const STRING& outfile) const;
241 
242  // Debugger function that print the math blobs density values for a
243  // ColPartition object.
244  void PrintSpecialBlobsDensity(const ColPartition* part) const;
245 
246  // The tesseract engine intialized from equation training data.
248 
249  // The tesseract engine used for OCR. This pointer is passed in by the caller,
250  // so do NOT destroy it in this class.
252 
253  // The ColPartitionGrid that we are processing. This pointer is passed in from
254  // the caller, so do NOT destroy it in the class.
256 
257  // A simple array of pointers to the best assigned column division at
258  // each grid y coordinate. This pointer is passed in from the caller, so do
259  // NOT destroy it in the class.
261 
262  // The super bounding box of all cps in the part_grid_.
264 
265  // The seed ColPartition for equation region.
267 
268  // The resolution (dpi) of the processing image.
270 
271  // The number of pages we have processed.
273 };
274 
275 } // namespace tesseract
276 
277 #endif // TESSERACT_CCMAIN_EQUATIONDETECT_H_
void IdentifyInlinePartsVertical(const bool top_to_bottom, const int textPartsLineSpacing)
bool IsNearSmallNeighbor(const TBOX &seed_box, const TBOX &part_box) const
ColPartitionSet ** best_columns_
ColPartitionGrid * part_grid_
ColPartition * SearchNNVertical(const bool search_bottom, const ColPartition *part)
BlobSpecialTextType
Definition: blobbox.h:81
void InsertPartAfterAbsorb(ColPartition *part)
bool IsMathBlockSatellite(ColPartition *part, GenericVector< ColPartition * > *math_blocks)
void PaintSpecialTexts(const STRING &outfile) const
bool IsInline(const bool search_bottom, const int textPartsLineSpacing, ColPartition *part)
void GetOutputTiffName(const char *name, STRING *image_name) const
bool CheckForSeed2(const GenericVector< int > &indented_texts_left, const float foreground_density_th, ColPartition *part)
bool CheckSeedFgDensity(const float density_th, ColPartition *part)
void PaintColParts(const STRING &outfile) const
BlobSpecialTextType EstimateTypeForUnichar(const UNICHARSET &unicharset, const UNICHAR_ID id) const
void IdentifyBlobsToSkip(ColPartition *part)
void SetResolution(const int resolution)
bool CheckSeedBlobsCount(ColPartition *part)
IndentType IsIndented(ColPartition *part)
void ExpandSeedVertical(const bool search_bottom, ColPartition *seed, GenericVector< ColPartition * > *parts_to_merge)
void SplitCPHorLite(ColPartition *part, GenericVector< TBOX > *splitted_boxes)
void PrintSpecialBlobsDensity(const ColPartition *part) const
name_table name
void ExpandSeedHorizontal(const bool search_left, ColPartition *seed, GenericVector< ColPartition * > *parts_to_merge)
float ComputeForegroundDensity(const TBOX &tbox)
void SetLangTesseract(Tesseract *lang_tesseract)
int UNICHAR_ID
Definition: unichar.h:33
int LabelSpecialText(TO_BLOCK *to_block)
void SplitCPHor(ColPartition *part, GenericVector< ColPartition * > *parts_splitted)
bool IsNearMathNeighbor(const int y_gap, const ColPartition *neighbor) const
Definition: rect.h:30
EquationDetect(const char *equ_datapath, const char *equ_language)
int FindEquationParts(ColPartitionGrid *part_grid, ColPartitionSet **best_columns)
int CountAlignment(const GenericVector< int > &sorted_vec, const int val) const
Definition: strngs.h:44
GenericVector< ColPartition * > cp_seeds_
bool CheckSeedDensity(const float math_density_high, const float math_density_low, const ColPartition *part) const
void SearchByOverlap(ColPartition *seed, GenericVector< ColPartition * > *parts_overlap)
bool CheckSeedNeighborDensity(const ColPartition *part) const
bool ExpandSeed(ColPartition *seed)