Mercurial > hgrepos > Python2 > PyMuPDF
annotate mupdf-source/thirdparty/tesseract/src/textord/ccnontextdetect.cpp @ 2:b50eed0cc0ef upstream
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| author | Franz Glasner <fzglas.hg@dom66.de> |
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| date | Mon, 15 Sep 2025 11:43:07 +0200 |
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1 /////////////////////////////////////////////////////////////////////// |
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2 // File: ccnontextdetect.cpp |
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3 // Description: Connected-Component-based photo (non-text) detection. |
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4 // Author: rays@google.com (Ray Smith) |
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5 // |
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6 // Copyright 2011 Google Inc. All Rights Reserved. |
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7 // Licensed under the Apache License, Version 2.0 (the "License"); |
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8 // you may not use this file except in compliance with the License. |
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9 // You may obtain a copy of the License at |
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10 // http://www.apache.org/licenses/LICENSE-2.0 |
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11 // Unless required by applicable law or agreed to in writing, software |
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12 // distributed under the License is distributed on an "AS IS" BASIS, |
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13 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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14 // See the License for the specific language governing permissions and |
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15 // limitations under the License. |
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16 // |
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17 /////////////////////////////////////////////////////////////////////// |
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18 |
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19 #ifdef HAVE_CONFIG_H |
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20 # include "config_auto.h" |
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21 #endif |
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22 |
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23 #include "ccnontextdetect.h" |
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24 #include "helpers.h" // for IntCastRounded |
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25 #include "imagefind.h" |
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26 #include "strokewidth.h" |
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27 |
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28 namespace tesseract { |
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29 |
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30 // Max number of neighbour small objects per squared gridsize before a grid |
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31 // cell becomes image. |
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32 const double kMaxSmallNeighboursPerPix = 1.0 / 32; |
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33 // Max number of small blobs a large blob may overlap before it is rejected |
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34 // and determined to be image. |
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35 const int kMaxLargeOverlapsWithSmall = 3; |
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36 // Max number of small blobs a medium blob may overlap before it is rejected |
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37 // and determined to be image. Larger than for large blobs as medium blobs |
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38 // may be complex Chinese characters. Very large Chinese characters are going |
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39 // to overlap more medium blobs than small. |
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40 const int kMaxMediumOverlapsWithSmall = 12; |
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41 // Max number of normal blobs a large blob may overlap before it is rejected |
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42 // and determined to be image. This is set higher to allow for drop caps, which |
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43 // may overlap a lot of good text blobs. |
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44 const int kMaxLargeOverlapsWithMedium = 12; |
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45 // Multiplier of original noise_count used to test for the case of spreading |
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46 // noise beyond where it should really be. |
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47 const int kOriginalNoiseMultiple = 8; |
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48 // Pixel padding for noise blobs when rendering on the image |
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49 // mask to encourage them to join together. Make it too big and images |
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50 // will fatten out too much and have to be clipped to text. |
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51 const int kNoisePadding = 4; |
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52 // Fraction of max_noise_count_ to be added to the noise count if there is |
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53 // photo mask in the background. |
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54 const double kPhotoOffsetFraction = 0.375; |
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55 // Min ratio of perimeter^2/16area for a "good" blob in estimating noise |
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56 // density. Good blobs are supposed to be highly likely real text. |
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57 // We consider a square to have unit ratio, where A=(p/4)^2, hence the factor |
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58 // of 16. Digital circles are weird and have a minimum ratio of pi/64, not |
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59 // the 1/(4pi) that you would expect. |
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60 const double kMinGoodTextPARatio = 1.5; |
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61 |
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62 CCNonTextDetect::CCNonTextDetect(int gridsize, const ICOORD &bleft, const ICOORD &tright) |
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63 : BlobGrid(gridsize, bleft, tright) |
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64 , max_noise_count_(static_cast<int>(kMaxSmallNeighboursPerPix * gridsize * gridsize)) |
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65 , noise_density_(nullptr) { |
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66 // TODO(rays) break max_noise_count_ out into an area-proportional |
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67 // value, as now plus an additive constant for the number of text blobs |
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68 // in the 3x3 neighbourhood - maybe 9. |
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69 } |
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70 |
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71 CCNonTextDetect::~CCNonTextDetect() { |
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72 delete noise_density_; |
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73 } |
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74 |
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75 // Creates and returns a Pix with the same resolution as the original |
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76 // in which 1 (black) pixels represent likely non text (photo, line drawing) |
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77 // areas of the page, deleting from the blob_block the blobs that were |
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78 // determined to be non-text. |
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79 // The photo_map is used to bias the decision towards non-text, rather than |
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80 // supplying definite decision. |
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81 // The blob_block is the usual result of connected component analysis, |
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82 // holding the detected blobs. |
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83 // The returned Pix should be PixDestroyed after use. |
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84 Image CCNonTextDetect::ComputeNonTextMask(bool debug, Image photo_map, TO_BLOCK *blob_block) { |
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85 // Insert the smallest blobs into the grid. |
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86 InsertBlobList(&blob_block->small_blobs); |
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|
87 InsertBlobList(&blob_block->noise_blobs); |
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88 // Add the medium blobs that don't have a good strokewidth neighbour. |
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89 // Those that do go into good_grid as an antidote to spreading beyond the |
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parents:
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90 // real reaches of a noise region. |
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91 BlobGrid good_grid(gridsize(), bleft(), tright()); |
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92 BLOBNBOX_IT blob_it(&blob_block->blobs); |
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93 for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) { |
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94 BLOBNBOX *blob = blob_it.data(); |
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95 double perimeter_area_ratio = blob->cblob()->perimeter() / 4.0; |
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96 perimeter_area_ratio *= perimeter_area_ratio / blob->enclosed_area(); |
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97 if (blob->GoodTextBlob() == 0 || perimeter_area_ratio < kMinGoodTextPARatio) { |
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98 InsertBBox(true, true, blob); |
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99 } else { |
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100 good_grid.InsertBBox(true, true, blob); |
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101 } |
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102 } |
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103 noise_density_ = ComputeNoiseDensity(debug, photo_map, &good_grid); |
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104 good_grid.Clear(); // Not needed any more. |
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105 Image pix = noise_density_->ThresholdToPix(max_noise_count_); |
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106 if (debug) { |
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107 pixWrite("junknoisemask.png", pix, IFF_PNG); |
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108 } |
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109 ScrollView *win = nullptr; |
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110 #ifndef GRAPHICS_DISABLED |
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111 if (debug) { |
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112 win = MakeWindow(0, 400, "Photo Mask Blobs"); |
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113 } |
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114 #endif // !GRAPHICS_DISABLED |
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115 // Large and medium blobs are not text if they overlap with "a lot" of small |
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116 // blobs. |
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117 MarkAndDeleteNonTextBlobs(&blob_block->large_blobs, kMaxLargeOverlapsWithSmall, win, |
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118 ScrollView::DARK_GREEN, pix); |
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119 MarkAndDeleteNonTextBlobs(&blob_block->blobs, kMaxMediumOverlapsWithSmall, win, ScrollView::WHITE, |
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120 pix); |
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121 // Clear the grid of small blobs and insert the medium blobs. |
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122 Clear(); |
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123 InsertBlobList(&blob_block->blobs); |
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124 MarkAndDeleteNonTextBlobs(&blob_block->large_blobs, kMaxLargeOverlapsWithMedium, win, |
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125 ScrollView::DARK_GREEN, pix); |
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126 // Clear again before we start deleting the blobs in the grid. |
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127 Clear(); |
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128 MarkAndDeleteNonTextBlobs(&blob_block->noise_blobs, -1, win, ScrollView::CORAL, pix); |
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129 MarkAndDeleteNonTextBlobs(&blob_block->small_blobs, -1, win, ScrollView::GOLDENROD, pix); |
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130 MarkAndDeleteNonTextBlobs(&blob_block->blobs, -1, win, ScrollView::WHITE, pix); |
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131 if (debug) { |
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132 #ifndef GRAPHICS_DISABLED |
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133 win->Update(); |
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134 #endif // !GRAPHICS_DISABLED |
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135 pixWrite("junkccphotomask.png", pix, IFF_PNG); |
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136 #ifndef GRAPHICS_DISABLED |
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137 win->AwaitEvent(SVET_DESTROY); |
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138 delete win; |
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139 #endif // !GRAPHICS_DISABLED |
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140 } |
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parents:
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|
141 return pix; |
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142 } |
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parents:
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143 |
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144 // Computes and returns the noise_density IntGrid, at the same gridsize as |
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145 // this by summing the number of small elements in a 3x3 neighbourhood of |
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146 // each grid cell. good_grid is filled with blobs that are considered most |
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147 // likely good text, and this is filled with small and medium blobs that are |
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148 // more likely non-text. |
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149 // The photo_map is used to bias the decision towards non-text, rather than |
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150 // supplying definite decision. |
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parents:
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|
151 IntGrid *CCNonTextDetect::ComputeNoiseDensity(bool debug, Image photo_map, BlobGrid *good_grid) { |
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152 IntGrid *noise_counts = CountCellElements(); |
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153 IntGrid *noise_density = noise_counts->NeighbourhoodSum(); |
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|
154 IntGrid *good_counts = good_grid->CountCellElements(); |
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155 // Now increase noise density in photo areas, to bias the decision and |
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156 // minimize hallucinated text on image, but trim the noise_density where |
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157 // there are good blobs and the original count is low in non-photo areas, |
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|
158 // indicating that most of the result came from neighbouring cells. |
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|
159 int height = pixGetHeight(photo_map); |
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160 int photo_offset = IntCastRounded(max_noise_count_ * kPhotoOffsetFraction); |
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|
161 for (int y = 0; y < gridheight(); ++y) { |
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|
162 for (int x = 0; x < gridwidth(); ++x) { |
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parents:
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|
163 int noise = noise_density->GridCellValue(x, y); |
|
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parents:
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|
164 if (max_noise_count_ < noise + photo_offset && noise <= max_noise_count_) { |
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165 // Test for photo. |
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|
166 int left = x * gridsize(); |
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|
167 int right = left + gridsize(); |
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|
168 int bottom = height - y * gridsize(); |
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parents:
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|
169 int top = bottom - gridsize(); |
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parents:
diff
changeset
|
170 if (ImageFind::BoundsWithinRect(photo_map, &left, &top, &right, &bottom)) { |
|
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parents:
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|
171 noise_density->SetGridCell(x, y, noise + photo_offset); |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
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|
172 } |
|
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parents:
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|
173 } |
|
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parents:
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|
174 if (debug && noise > max_noise_count_ && good_counts->GridCellValue(x, y) > 0) { |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
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|
175 tprintf("At %d, %d, noise = %d, good=%d, orig=%d, thr=%d\n", x * gridsize(), y * gridsize(), |
|
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|
176 noise_density->GridCellValue(x, y), good_counts->GridCellValue(x, y), |
|
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|
177 noise_counts->GridCellValue(x, y), max_noise_count_); |
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178 } |
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|
179 if (noise > max_noise_count_ && good_counts->GridCellValue(x, y) > 0 && |
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|
180 noise_counts->GridCellValue(x, y) * kOriginalNoiseMultiple <= max_noise_count_) { |
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181 noise_density->SetGridCell(x, y, 0); |
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182 } |
|
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183 } |
|
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184 } |
|
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185 delete noise_counts; |
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186 delete good_counts; |
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187 return noise_density; |
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188 } |
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189 |
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190 // Helper to expand a box in one of the 4 directions by the given pad, |
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191 // provided it does not expand into any cell with a zero noise density. |
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192 // If that is not possible, try expanding all round by a small constant. |
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193 static TBOX AttemptBoxExpansion(const TBOX &box, const IntGrid &noise_density, int pad) { |
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194 TBOX expanded_box(box); |
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195 expanded_box.set_right(box.right() + pad); |
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196 if (!noise_density.AnyZeroInRect(expanded_box)) { |
|
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197 return expanded_box; |
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|
198 } |
|
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199 expanded_box = box; |
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200 expanded_box.set_left(box.left() - pad); |
|
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201 if (!noise_density.AnyZeroInRect(expanded_box)) { |
|
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202 return expanded_box; |
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203 } |
|
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204 expanded_box = box; |
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parents:
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205 expanded_box.set_top(box.top() + pad); |
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206 if (!noise_density.AnyZeroInRect(expanded_box)) { |
|
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207 return expanded_box; |
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208 } |
|
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209 expanded_box = box; |
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parents:
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210 expanded_box.set_bottom(box.bottom() + pad); |
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211 if (!noise_density.AnyZeroInRect(expanded_box)) { |
|
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212 return expanded_box; |
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213 } |
|
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parents:
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214 expanded_box = box; |
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215 expanded_box.pad(kNoisePadding, kNoisePadding); |
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216 if (!noise_density.AnyZeroInRect(expanded_box)) { |
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217 return expanded_box; |
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218 } |
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219 return box; |
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220 } |
|
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221 |
|
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222 // Tests each blob in the list to see if it is certain non-text using 2 |
|
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parents:
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223 // conditions: |
|
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parents:
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|
224 // 1. blob overlaps a cell with high value in noise_density_ (previously set |
|
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parents:
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|
225 // by ComputeNoiseDensity). |
|
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parents:
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226 // OR 2. The blob overlaps more than max_blob_overlaps in *this grid. This |
|
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parents:
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|
227 // condition is disabled with max_blob_overlaps == -1. |
|
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228 // If it does, the blob is declared non-text, and is used to mark up the |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
229 // nontext_mask. Such blobs are fully deleted, and non-noise blobs have their |
|
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parents:
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|
230 // neighbours reset, as they may now point to deleted data. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
231 // WARNING: The blobs list blobs may be in the *this grid, but they are |
|
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parents:
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232 // not removed. If any deleted blobs might be in *this, then this must be |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
233 // Clear()ed immediately after MarkAndDeleteNonTextBlobs is called. |
|
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parents:
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|
234 // If the win is not nullptr, deleted blobs are drawn on it in red, and kept |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
235 // blobs are drawn on it in ok_color. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
236 void CCNonTextDetect::MarkAndDeleteNonTextBlobs(BLOBNBOX_LIST *blobs, int max_blob_overlaps, |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
237 ScrollView *win, ScrollView::Color ok_color, |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
238 Image nontext_mask) { |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
239 int imageheight = tright().y() - bleft().x(); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
240 BLOBNBOX_IT blob_it(blobs); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff
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|
241 BLOBNBOX_LIST dead_blobs; |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
242 BLOBNBOX_IT dead_it(&dead_blobs); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
243 for (blob_it.mark_cycle_pt(); !blob_it.cycled_list(); blob_it.forward()) { |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
244 BLOBNBOX *blob = blob_it.data(); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff
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|
245 TBOX box = blob->bounding_box(); |
|
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parents:
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|
246 if (!noise_density_->RectMostlyOverThreshold(box, max_noise_count_) && |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
247 (max_blob_overlaps < 0 || !BlobOverlapsTooMuch(blob, max_blob_overlaps))) { |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
248 blob->ClearNeighbours(); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
249 #ifndef GRAPHICS_DISABLED |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
250 if (win != nullptr) { |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
251 blob->plot(win, ok_color, ok_color); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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252 } |
|
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parents:
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|
253 #endif // !GRAPHICS_DISABLED |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
254 } else { |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff
changeset
|
255 if (noise_density_->AnyZeroInRect(box)) { |
|
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ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
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256 // There is a danger that the bounding box may overlap real text, so |
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257 // we need to render the outline. |
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258 Image blob_pix = blob->cblob()->render_outline(); |
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259 pixRasterop(nontext_mask, box.left(), imageheight - box.top(), box.width(), box.height(), |
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260 PIX_SRC | PIX_DST, blob_pix, 0, 0); |
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261 blob_pix.destroy(); |
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262 } else { |
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263 if (box.area() < gridsize() * gridsize()) { |
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264 // It is a really bad idea to make lots of small components in the |
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265 // photo mask, so try to join it to a bigger area by expanding the |
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266 // box in a way that does not touch any zero noise density cell. |
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267 box = AttemptBoxExpansion(box, *noise_density_, gridsize()); |
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268 } |
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269 // All overlapped cells are non-zero, so just mark the rectangle. |
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270 pixRasterop(nontext_mask, box.left(), imageheight - box.top(), box.width(), box.height(), |
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271 PIX_SET, nullptr, 0, 0); |
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272 } |
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273 #ifndef GRAPHICS_DISABLED |
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274 if (win != nullptr) { |
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275 blob->plot(win, ScrollView::RED, ScrollView::RED); |
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276 } |
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277 #endif // !GRAPHICS_DISABLED |
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278 // It is safe to delete the cblob now, as it isn't used by the grid |
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279 // or BlobOverlapsTooMuch, and the BLOBNBOXes will go away with the |
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280 // dead_blobs list. |
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281 // TODO: remove next line, currently still needed for resultiterator_test. |
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282 delete blob->remove_cblob(); |
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283 dead_it.add_to_end(blob_it.extract()); |
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284 } |
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285 } |
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286 } |
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287 |
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288 // Returns true if the given blob overlaps more than max_overlaps blobs |
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289 // in the current grid. |
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290 bool CCNonTextDetect::BlobOverlapsTooMuch(BLOBNBOX *blob, int max_overlaps) { |
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291 // Search the grid to see what intersects it. |
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292 // Setup a Rectangle search for overlapping this blob. |
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293 BlobGridSearch rsearch(this); |
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294 const TBOX &box = blob->bounding_box(); |
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295 rsearch.StartRectSearch(box); |
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296 rsearch.SetUniqueMode(true); |
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297 BLOBNBOX *neighbour; |
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298 int overlap_count = 0; |
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299 while (overlap_count <= max_overlaps && (neighbour = rsearch.NextRectSearch()) != nullptr) { |
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300 if (box.major_overlap(neighbour->bounding_box())) { |
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301 ++overlap_count; |
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302 if (overlap_count > max_overlaps) { |
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303 return true; |
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304 } |
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305 } |
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306 } |
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307 return false; |
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308 } |
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309 |
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310 } // namespace tesseract. |
