Mercurial > hgrepos > Python2 > PyMuPDF
annotate mupdf-source/thirdparty/tesseract/src/training/degradeimage.cpp @ 21:2f43e400f144
Provide an "all" target to build both the sdist and the wheel
| author | Franz Glasner <fzglas.hg@dom66.de> |
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| date | Fri, 19 Sep 2025 10:28:53 +0200 |
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1 /********************************************************************** |
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2 * File: degradeimage.cpp |
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3 * Description: Function to degrade an image (usually of text) as if it |
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4 * has been printed and then scanned. |
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5 * Authors: Ray Smith |
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6 * |
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7 * (C) Copyright 2013, Google Inc. |
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8 * Licensed under the Apache License, Version 2.0 (the "License"); |
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9 * you may not use this file except in compliance with the License. |
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10 * You may obtain a copy of the License at |
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11 * http://www.apache.org/licenses/LICENSE-2.0 |
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12 * Unless required by applicable law or agreed to in writing, software |
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13 * distributed under the License is distributed on an "AS IS" BASIS, |
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14 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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15 * See the License for the specific language governing permissions and |
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16 * limitations under the License. |
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17 * |
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18 **********************************************************************/ |
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19 |
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20 #include "degradeimage.h" |
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21 |
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22 #include <allheaders.h> // from leptonica |
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23 #include <cstdlib> |
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24 #include "helpers.h" // For TRand. |
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25 #include "rect.h" |
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26 |
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27 namespace tesseract { |
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28 |
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29 // A randomized perspective distortion can be applied to synthetic input. |
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30 // The perspective distortion comes from leptonica, which uses 2 sets of 4 |
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31 // corners to determine the distortion. There are random values for each of |
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32 // the x numbers x0..x3 and y0..y3, except for x2 and x3 which are instead |
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33 // defined in terms of a single shear value. This reduces the degrees of |
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34 // freedom enough to make the distortion more realistic than it would otherwise |
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35 // be if all 8 coordinates could move independently. |
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36 // One additional factor is used for the color of the pixels that don't exist |
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37 // in the source image. |
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38 // Name for each of the randomizing factors. |
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39 enum FactorNames { |
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40 FN_INCOLOR, |
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41 FN_Y0, |
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42 FN_Y1, |
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43 FN_Y2, |
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44 FN_Y3, |
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45 FN_X0, |
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46 FN_X1, |
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47 FN_SHEAR, |
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48 // x2 = x1 - shear |
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49 // x3 = x0 + shear |
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50 FN_NUM_FACTORS |
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51 }; |
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52 |
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53 // Rotation is +/- kRotationRange radians. |
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54 const float kRotationRange = 0.02f; |
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55 // Number of grey levels to shift by for each exposure step. |
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56 const int kExposureFactor = 16; |
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57 // Salt and pepper noise is +/- kSaltnPepper. |
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58 const int kSaltnPepper = 5; |
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59 // Min sum of width + height on which to operate the ramp. |
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60 const int kMinRampSize = 1000; |
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61 |
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62 // Degrade the pix as if by a print/copy/scan cycle with exposure > 0 |
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63 // corresponding to darkening on the copier and <0 lighter and 0 not copied. |
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64 // Exposures in [-2,2] are most useful, with -3 and 3 being extreme. |
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65 // If rotation is nullptr, rotation is skipped. If *rotation is non-zero, the |
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66 // pix is rotated by *rotation else it is randomly rotated and *rotation is |
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67 // modified. |
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68 // |
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69 // HOW IT WORKS: |
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70 // Most of the process is really dictated by the fact that the minimum |
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71 // available convolution is 3X3, which is too big really to simulate a |
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72 // good quality print/scan process. (2X2 would be better.) |
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73 // 1 pixel wide inputs are heavily smeared by the 3X3 convolution, making the |
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74 // images generally biased to being too light, so most of the work is to make |
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75 // them darker. 3 levels of thickening/darkening are achieved with 2 dilations, |
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76 // (using a greyscale erosion) one heavy (by being before convolution) and one |
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77 // light (after convolution). |
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78 // With no dilation, after covolution, the images are so light that a heavy |
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79 // constant offset is required to make the 0 image look reasonable. A simple |
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80 // constant offset multiple of exposure to undo this value is enough to achieve |
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81 // all the required lighting. This gives the advantage that exposure level 1 |
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82 // with a single dilation gives a good impression of the broken-yet-too-dark |
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83 // problem that is often seen in scans. |
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84 // A small random rotation gives some varying greyscale values on the edges, |
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85 // and some random salt and pepper noise on top helps to realistically jaggy-up |
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86 // the edges. |
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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:
diff
changeset
|
87 // Finally a greyscale ramp provides a continuum of effects between exposure |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
88 // levels. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
89 Image DegradeImage(Image input, int exposure, TRand *randomizer, float *rotation) { |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
90 Image pix = pixConvertTo8(input, false); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
91 input.destroy(); |
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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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parents:
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|
92 input = pix; |
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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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parents:
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|
93 int width = pixGetWidth(input); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
94 int height = pixGetHeight(input); |
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parents:
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|
95 |
|
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parents:
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|
96 if (exposure >= 2) { |
|
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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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parents:
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|
97 // An erosion simulates the spreading darkening of a dark copy. |
|
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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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98 // This is backwards to binary morphology, |
|
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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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|
99 // see http://www.leptonica.com/grayscale-morphology.html |
|
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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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|
100 pix = input; |
|
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parents:
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|
101 input = pixErodeGray(pix, 3, 3); |
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parents:
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102 pix.destroy(); |
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parents:
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|
103 } |
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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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parents:
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|
104 // A convolution is essential to any mode as no scanner produces an |
|
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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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105 // image as sharp as the electronic image. |
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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106 pix = pixBlockconv(input, 1, 1); |
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107 input.destroy(); |
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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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108 // A small random rotation helps to make the edges jaggy in a realistic way. |
|
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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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109 if (rotation != nullptr) { |
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
110 float radians_clockwise = 0.0f; |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
111 if (*rotation) { |
|
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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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parents:
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|
112 radians_clockwise = *rotation; |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
113 } else if (randomizer != 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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|
114 radians_clockwise = randomizer->SignedRand(kRotationRange); |
|
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parents:
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|
115 } |
|
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parents:
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|
116 |
|
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parents:
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|
117 input = pixRotate(pix, radians_clockwise, L_ROTATE_AREA_MAP, L_BRING_IN_WHITE, 0, 0); |
|
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parents:
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|
118 // Rotate the boxes to match. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
119 *rotation = radians_clockwise; |
|
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parents:
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|
120 pix.destroy(); |
|
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parents:
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|
121 } else { |
|
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parents:
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|
122 input = pix; |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
123 } |
|
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parents:
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|
124 |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
125 if (exposure >= 3 || exposure == 1) { |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
126 // Erosion after the convolution is not as heavy as before, so it is |
|
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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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|
127 // good for level 1 and in addition as a level 3. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
128 // This is backwards to binary morphology, |
|
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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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|
129 // see http://www.leptonica.com/grayscale-morphology.html |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
130 pix = input; |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
131 input = pixErodeGray(pix, 3, 3); |
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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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132 pix.destroy(); |
|
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parents:
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|
133 } |
|
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parents:
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134 // The convolution really needed to be 2x2 to be realistic enough, but |
|
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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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|
135 // we only have 3x3, so we have to bias the image darker or lose thin |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
136 // strokes. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
137 int erosion_offset = 0; |
|
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138 // For light and 0 exposure, there is no dilation, so compensate for the |
|
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parents:
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139 // convolution with a big darkening bias which is undone for lighter |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
140 // exposures. |
|
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parents:
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|
141 if (exposure <= 0) { |
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parents:
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|
142 erosion_offset = -3 * kExposureFactor; |
|
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parents:
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|
143 } |
|
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|
144 // Add in a general offset of the greyscales for the exposure level so |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
145 // a threshold of 128 gives a reasonable binary result. |
|
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parents:
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|
146 erosion_offset -= exposure * kExposureFactor; |
|
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parents:
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|
147 // Add a gradual fade over the page and a small amount of salt and pepper |
|
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parents:
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|
148 // noise to simulate noise in the sensor/paper fibres and varying |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
149 // illumination. |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
150 l_uint32 *data = pixGetData(input); |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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|
151 for (int y = 0; y < height; ++y) { |
|
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parents:
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|
152 for (int x = 0; x < width; ++x) { |
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parents:
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|
153 int pixel = GET_DATA_BYTE(data, x); |
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parents:
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|
154 if (randomizer != nullptr) { |
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parents:
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|
155 pixel += randomizer->IntRand() % (kSaltnPepper * 2 + 1) - kSaltnPepper; |
|
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parents:
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|
156 } |
|
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parents:
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|
157 if (height + width > kMinRampSize) { |
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parents:
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|
158 pixel -= (2 * x + y) * 32 / (height + width); |
|
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parents:
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|
159 } |
|
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parents:
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|
160 pixel += erosion_offset; |
|
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parents:
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|
161 if (pixel < 0) { |
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parents:
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|
162 pixel = 0; |
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parents:
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|
163 } |
|
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parents:
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|
164 if (pixel > 255) { |
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|
165 pixel = 255; |
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parents:
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|
166 } |
|
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parents:
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|
167 SET_DATA_BYTE(data, x, pixel); |
|
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parents:
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|
168 } |
|
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parents:
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|
169 data += pixGetWpl(input); |
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parents:
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170 } |
|
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parents:
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|
171 return input; |
|
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parents:
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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 // Creates and returns a Pix distorted by various means according to the bool |
|
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff
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|
175 // flags. If boxes is not nullptr, the boxes are resized/positioned according to |
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176 // any spatial distortion and also by the integer reduction factor box_scale |
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177 // so they will match what the network will output. |
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178 // Returns nullptr on error. The returned Pix must be pixDestroyed. |
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179 Image PrepareDistortedPix(const Image pix, bool perspective, bool invert, bool white_noise, |
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180 bool smooth_noise, bool blur, int box_reduction, TRand *randomizer, |
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181 std::vector<TBOX> *boxes) { |
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182 Image distorted = pix.copy(); |
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183 // Things to do to synthetic training data. |
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184 if ((white_noise || smooth_noise) && randomizer->SignedRand(1.0) > 0.0) { |
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185 // TODO(rays) Cook noise in a more thread-safe manner than rand(). |
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186 // Attempt to make the sequences reproducible. |
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187 srand(randomizer->IntRand()); |
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188 Image pixn = pixAddGaussianNoise(distorted, 8.0); |
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189 distorted.destroy(); |
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190 if (smooth_noise) { |
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191 distorted = pixBlockconv(pixn, 1, 1); |
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192 pixn.destroy(); |
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193 } else { |
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194 distorted = pixn; |
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195 } |
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196 } |
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197 if (blur && randomizer->SignedRand(1.0) > 0.0) { |
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198 Image blurred = pixBlockconv(distorted, 1, 1); |
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199 distorted.destroy(); |
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200 distorted = blurred; |
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201 } |
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202 if (perspective) { |
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203 GeneratePerspectiveDistortion(0, 0, randomizer, &distorted, boxes); |
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204 } |
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205 if (boxes != nullptr) { |
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206 for (auto &b : *boxes) { |
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207 b.scale(1.0f / box_reduction); |
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208 if (b.width() <= 0) { |
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209 b.set_right(b.left() + 1); |
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210 } |
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211 } |
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212 } |
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213 if (invert && randomizer->SignedRand(1.0) < -0) { |
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214 pixInvert(distorted, distorted); |
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215 } |
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216 return distorted; |
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217 } |
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218 |
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219 // Distorts anything that has a non-null pointer with the same pseudo-random |
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220 // perspective distortion. Width and height only need to be set if there |
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221 // is no pix. If there is a pix, then they will be taken from there. |
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222 void GeneratePerspectiveDistortion(int width, int height, TRand *randomizer, Image *pix, |
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223 std::vector<TBOX> *boxes) { |
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224 if (pix != nullptr && *pix != nullptr) { |
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225 width = pixGetWidth(*pix); |
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226 height = pixGetHeight(*pix); |
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227 } |
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228 float *im_coeffs = nullptr; |
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229 float *box_coeffs = nullptr; |
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230 l_int32 incolor = ProjectiveCoeffs(width, height, randomizer, &im_coeffs, &box_coeffs); |
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231 if (pix != nullptr && *pix != nullptr) { |
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232 // Transform the image. |
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233 Image transformed = pixProjective(*pix, im_coeffs, incolor); |
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234 if (transformed == nullptr) { |
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235 tprintf("Projective transformation failed!!\n"); |
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236 return; |
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237 } |
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238 pix->destroy(); |
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239 *pix = transformed; |
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240 } |
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241 if (boxes != nullptr) { |
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242 // Transform the boxes. |
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243 for (auto &b : *boxes) { |
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244 int x1, y1, x2, y2; |
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245 const TBOX &box = b; |
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246 projectiveXformSampledPt(box_coeffs, box.left(), height - box.top(), &x1, &y1); |
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247 projectiveXformSampledPt(box_coeffs, box.right(), height - box.bottom(), &x2, &y2); |
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248 TBOX new_box1(x1, height - y2, x2, height - y1); |
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249 projectiveXformSampledPt(box_coeffs, box.left(), height - box.bottom(), &x1, &y1); |
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250 projectiveXformSampledPt(box_coeffs, box.right(), height - box.top(), &x2, &y2); |
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251 TBOX new_box2(x1, height - y1, x2, height - y2); |
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252 b = new_box1.bounding_union(new_box2); |
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253 } |
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254 } |
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255 lept_free(im_coeffs); |
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256 lept_free(box_coeffs); |
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257 } |
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258 |
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259 // Computes the coefficients of a randomized projective transformation. |
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260 // The image transform requires backward transformation coefficient, and the |
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261 // box transform the forward coefficients. |
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262 // Returns the incolor arg to pixProjective. |
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263 int ProjectiveCoeffs(int width, int height, TRand *randomizer, float **im_coeffs, |
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264 float **box_coeffs) { |
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265 // Setup "from" points. |
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266 Pta *src_pts = ptaCreate(4); |
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267 ptaAddPt(src_pts, 0.0f, 0.0f); |
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268 ptaAddPt(src_pts, width, 0.0f); |
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269 ptaAddPt(src_pts, width, height); |
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270 ptaAddPt(src_pts, 0.0f, height); |
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271 // Extract factors from pseudo-random sequence. |
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272 float factors[FN_NUM_FACTORS]; |
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273 float shear = 0.0f; // Shear is signed. |
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274 for (int i = 0; i < FN_NUM_FACTORS; ++i) { |
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275 // Everything is squared to make wild values rarer. |
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276 if (i == FN_SHEAR) { |
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277 // Shear is signed. |
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278 shear = randomizer->SignedRand(0.5 / 3.0); |
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279 shear = shear >= 0.0 ? shear * shear : -shear * shear; |
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280 // Keep the sheared points within the original rectangle. |
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281 if (shear < -factors[FN_X0]) { |
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282 shear = -factors[FN_X0]; |
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283 } |
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284 if (shear > factors[FN_X1]) { |
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285 shear = factors[FN_X1]; |
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286 } |
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287 factors[i] = shear; |
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288 } else if (i != FN_INCOLOR) { |
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289 factors[i] = fabs(randomizer->SignedRand(1.0)); |
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290 if (i <= FN_Y3) { |
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291 factors[i] *= 5.0 / 8.0; |
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292 } else { |
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293 factors[i] *= 0.5; |
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294 } |
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295 factors[i] *= factors[i]; |
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296 } |
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297 } |
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298 // Setup "to" points. |
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299 Pta *dest_pts = ptaCreate(4); |
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300 ptaAddPt(dest_pts, factors[FN_X0] * width, factors[FN_Y0] * height); |
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301 ptaAddPt(dest_pts, (1.0f - factors[FN_X1]) * width, factors[FN_Y1] * height); |
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302 ptaAddPt(dest_pts, (1.0f - factors[FN_X1] + shear) * width, (1 - factors[FN_Y2]) * height); |
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303 ptaAddPt(dest_pts, (factors[FN_X0] + shear) * width, (1 - factors[FN_Y3]) * height); |
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304 getProjectiveXformCoeffs(dest_pts, src_pts, im_coeffs); |
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305 getProjectiveXformCoeffs(src_pts, dest_pts, box_coeffs); |
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306 ptaDestroy(&src_pts); |
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307 ptaDestroy(&dest_pts); |
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308 return factors[FN_INCOLOR] > 0.5f ? L_BRING_IN_WHITE : L_BRING_IN_BLACK; |
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309 } |
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310 |
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311 } // namespace tesseract |
