├── .gitignore ├── test ├── 1.png ├── 2 with spaces.png ├── zone.uzn ├── expected-output-1.txt └── expected-output-2.txt ├── pytesseract-uzn ├── 1.png ├── zone.uzn ├── README.md └── pytesseract.ipynb ├── test.sh ├── tesseract-uzn └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | test-results -------------------------------------------------------------------------------- /test/1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsoma/tesseract-uzn/HEAD/test/1.png -------------------------------------------------------------------------------- /pytesseract-uzn/1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsoma/tesseract-uzn/HEAD/pytesseract-uzn/1.png -------------------------------------------------------------------------------- /test/2 with spaces.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsoma/tesseract-uzn/HEAD/test/2 with spaces.png -------------------------------------------------------------------------------- /test/zone.uzn: -------------------------------------------------------------------------------- 1 | 108 188 1984 280 Unnamed0 2 | 1280 904 1108 1184 Unnamed1 3 | 816 2752 1656 324 Unnamed2 -------------------------------------------------------------------------------- /pytesseract-uzn/zone.uzn: -------------------------------------------------------------------------------- 1 | 108 188 1984 280 Unnamed0 2 | 1280 904 1108 1184 Unnamed1 3 | 816 2752 1656 324 Unnamed2 -------------------------------------------------------------------------------- /test/expected-output-1.txt: -------------------------------------------------------------------------------- 1 | This is a test 2 | 3 | This text 4 | should be recognized 5 | when it is OCRd 6 | 7 | Yes this text 8 | 9 | -------------------------------------------------------------------------------- /test/expected-output-2.txt: -------------------------------------------------------------------------------- 1 | TEST NUMBER TWO 2 | 3 | This text 4 | should be recognized 5 | when it is OCRd 6 | 7 | Another file to be scanned by tesseract 8 | 9 | -------------------------------------------------------------------------------- /pytesseract-uzn/README.md: -------------------------------------------------------------------------------- 1 | # How to use pytesseract with uzn files 2 | 3 | If you like uzn files and you like Python, maybe you want to use [pytesseract](https://github.com/madmaze/pytesseract) with uzn files. Unfortunately, *it isn't terribly easy!* 4 | 5 | If you read [this issue](https://github.com/madmaze/pytesseract/issues/178) you might think you need to pass some sort of config to pytesseract that it can then pass along to tesseract. *But you'd be wrong!* Tesseract doesn't take uzn files as config files, it just does it "automagically" based on filenames. 6 | 7 | Instead, we're going to **read in the uzn file manually, then loop through each zone**. In each loop, we'll use PIL to crop the image, and use pytesseract on the cropped image. And then we'll be done! 8 | 9 | You can see an actual example in [this notebook](pytesseract.ipynb). -------------------------------------------------------------------------------- /test.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | 3 | bold=$(tput bold) 4 | normal=$(tput sgr0) 5 | errors=false 6 | 7 | # Clean out the old tests 8 | if [ -d "test-results" ] 9 | then 10 | rm -f test-results/* 11 | rmdir test-results 12 | fi 13 | 14 | # Copy test files into directory 15 | mkdir -p test-results 16 | cp test/* test-results 17 | 18 | # Run the tests 19 | if ! ./tesseract-uzn ./test-results/zone.uzn ./test-results/*.png 20 | then 21 | echo "Error processing test files" 1>&2 22 | exit 1 23 | fi 24 | 25 | # Did the first one OCR correctly? 26 | if ! cmp -s "test-results/1.png.txt" "test-results/expected-output-1.txt" 27 | then 28 | errors=true 29 | echo "Test 1 does not match" 1>&2 30 | fi 31 | 32 | # Did the second one OCR correctly? 33 | if ! cmp -s "test-results/2 with spaces.png.txt" "test-results/expected-output-2.txt" 34 | then 35 | errors=true 36 | echo "Test 2 does not match" 1>&2 37 | fi 38 | 39 | # If anything failed, exit 1 40 | if [ "$errors" = true ] 41 | then 42 | exit 1 43 | else 44 | echo "All tests passed" 45 | fi -------------------------------------------------------------------------------- /tesseract-uzn: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | 3 | bold=$(tput bold) 4 | normal=$(tput sgr0) 5 | 6 | uzn_file=$1 7 | 8 | if [[ ! -f $uzn_file ]] 9 | then 10 | echo "Cannot find uzn file $uzn_file, exiting" 1>&2 11 | exit 1 12 | fi 13 | 14 | if [[ ${uzn_file##*.} == "uzn" ]] 15 | then 16 | : 17 | else 18 | echo "First parameter must be .uzn file, exiting" 1>&2 19 | exit 1 20 | fi 21 | 22 | for image_file in "${@:2}" ; do 23 | 24 | if [[ ! -f "$image_file" ]] 25 | then 26 | echo "Cannot find image file $image_file, exiting" 1>&2 27 | exit 1 28 | fi 29 | 30 | echo "${bold}Processing image file $image_file${normal}" 31 | 32 | tmpdir=`mktemp -d 2>/dev/null || mktemp -d -t 'mytmpdir'` 33 | 34 | directory="$(dirname "$image_file")" 35 | filename="$(basename "$image_file")" 36 | extension="${image_file##*.}" 37 | 38 | uzn_tmp="$tmpdir/$filename.uzn" 39 | image_tmp="$tmpdir/$filename.$extension" 40 | txt_target="$directory/$filename" 41 | 42 | echo "Copying to temporary directory ${bold}$tmpdir${normal}" 43 | 44 | cp "$uzn_file" "$uzn_tmp" 45 | cp "$image_file" "$image_tmp" 46 | 47 | echo "Saving output to ${bold}$txt_target.txt${normal}" 48 | 49 | if ! tesseract "$image_tmp" "$txt_target" -psm 4 50 | then 51 | echo "Can't find the tesseract executable, make sure it's in your PATH" 1>&2 52 | exit 1 53 | fi 54 | echo "" 55 | done 56 | 57 | echo "${bold}Done.${normal}" -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # tesseract-uzn: Easy uzn files with tesseract 2 | 3 | Simplify the process of feeding zone files (`.uzn` files) to tesseract for region-based OCR. It will create a text file for every image you're dealing with. 4 | 5 | ## Usage 6 | 7 | ```bash 8 | tesseract-uzn uznfile.uzn imagefile.png 9 | ``` 10 | 11 | ### Usage with pytesseract 12 | 13 | Don't use this with pytesseract! Instead, take a look at this folder here [pytesseract-uzn](pytesseract-uzn) for a useful notebook about how to use uzn files and pytesseract. 14 | 15 | ### Use on multiple files 16 | 17 | We now support **wildcards!** Hooray. 18 | 19 | ```bash 20 | tesseract-uzn uznfile.uzn *.png 21 | ``` 22 | 23 | ## Installation 24 | 25 | Download as a zip file using the button on the top right, then unzip it. After that, `cd` into that folder move it to `/usr/local/bin` with the following command 26 | 27 | ```bash 28 | mv tesseract-uzn /usr/local/bin 29 | ``` 30 | 31 | That way no matter where you are when you type `tesseract-uzn` it'll be available. 32 | 33 | ## Testing 34 | 35 | Just run this. It is a little chatty. 36 | 37 | ```bash 38 | ./test.sh 39 | ``` 40 | 41 | ## Backstory 42 | 43 | If you want to only have tesseract pay attention to certain areas of your image, you use a [uzn file](https://github.com/OpenGreekAndLatin/greek-dev/wiki/uzn-format). They look like this: 44 | 45 | ``` 46 | 395 368 1633 78 Text/Latin 47 | 2030 368 1634 78 Text/Greek 48 | 388 478 1633 2275 Text/Greek 49 | 2031 478 1634 2275 Text/Latin 50 | 396 2852 1633 1002 Text/Greek 51 | 2018 2852 1634 1002 Text/Latin 52 | 471 3960 1565 75 Text/Latin 53 | 1639 4141 685 62 AppCrit 54 | 394 4293 3249 1482 AppCrit 55 | 4078 462 5 606 AppCrit 56 | ``` 57 | 58 | When you're using a zone file, though, the `.uzn` needs to be the *same name as the image file*. That seems complicated, so I made this tool to make things a little more simple. 59 | 60 | ## Installation 61 | 62 | Put this in your PATH if you'd like, and run it as above! You'll need to have installed [tesseract](https://github.com/tesseract-ocr/tesseract) first. 63 | 64 | You can use [Kull](https://jsoma.github.io/kull/) to make UZN files if you'd like. 65 | 66 | ## TODO 67 | 68 | * [X] non-stdout input 69 | * [ ] Windows support 70 | * [X] Accept wildcards 71 | * [X] Tests 72 | -------------------------------------------------------------------------------- /pytesseract-uzn/pytesseract.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "id": "4fbd52fe", 7 | "metadata": {}, 8 | "outputs": [], 9 | "source": [ 10 | "from PIL import Image\n", 11 | "\n", 12 | "import pytesseract" 13 | ] 14 | }, 15 | { 16 | "cell_type": "code", 17 | "execution_count": 25, 18 | "id": "91b07a09", 19 | "metadata": {}, 20 | "outputs": [ 21 | { 22 | "data": { 23 | "image/png": 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24 | "text/plain": [ 25 | "" 26 | ] 27 | }, 28 | "execution_count": 25, 29 | "metadata": {}, 30 | "output_type": "execute_result" 31 | } 32 | ], 33 | "source": [ 34 | "# Let's take an image\n", 35 | "image = Image.open('1.png')\n", 36 | "image" 37 | ] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 51, 42 | "id": "e9b0e97d", 43 | "metadata": {}, 44 | "outputs": [ 45 | { 46 | "data": { 47 | "text/plain": [ 48 | "[['108', '188', '1984', '280', 'Unnamed0'],\n", 49 | " ['1280', '904', '1108', '1184', 'Unnamed1'],\n", 50 | " ['816', '2752', '1656', '324', 'Unnamed2']]" 51 | ] 52 | }, 53 | "execution_count": 51, 54 | "metadata": {}, 55 | "output_type": "execute_result" 56 | } 57 | ], 58 | "source": [ 59 | "# Read in the uzn file\n", 60 | "zones = [row.split(\" \") for row in open(\"zone.uzn\").read().splitlines()]\n", 61 | "zones" 62 | ] 63 | }, 64 | { 65 | "cell_type": "code", 66 | "execution_count": 50, 67 | "id": "de825c49", 68 | "metadata": {}, 69 | "outputs": [ 70 | { 71 | "data": { 72 | "image/png": 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\n", 73 | "text/plain": [ 74 | "" 75 | ] 76 | }, 77 | "metadata": {}, 78 | "output_type": "display_data" 79 | }, 80 | { 81 | "name": "stdout", 82 | "output_type": "stream", 83 | "text": [ 84 | "Unnamed0 is This is a test\n", 85 | "\n" 86 | ] 87 | }, 88 | { 89 | "data": { 90 | "image/png": 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\n", 91 | "text/plain": [ 92 | "" 93 | ] 94 | }, 95 | "metadata": {}, 96 | "output_type": "display_data" 97 | }, 98 | { 99 | "name": "stdout", 100 | "output_type": "stream", 101 | "text": [ 102 | "Unnamed1 is This text\n", 103 | "should be recognized\n", 104 | "when it is OCRd\n", 105 | "\n" 106 | ] 107 | }, 108 | { 109 | "data": { 110 | "image/png": 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\n", 111 | "text/plain": [ 112 | "" 113 | ] 114 | }, 115 | "metadata": {}, 116 | "output_type": "display_data" 117 | }, 118 | { 119 | "name": "stdout", 120 | "output_type": "stream", 121 | "text": [ 122 | "Unnamed2 is Yes this text\n", 123 | "\n" 124 | ] 125 | } 126 | ], 127 | "source": [ 128 | "# left top width height freetext\n", 129 | "for zone in zones:\n", 130 | " # Need to convert to integers\n", 131 | " left, top, width, height = [int(n) for n in zone[:4]]\n", 132 | " # Also pull out the description\n", 133 | " desc = zone[4]\n", 134 | "\n", 135 | " # Crop based on the uzn file\n", 136 | " cropped = image.crop([left, top, left + width, top + height])\n", 137 | "\n", 138 | " # Convert the cropped version to text\n", 139 | " text = pytesseract.image_to_string(cropped)\n", 140 | " \n", 141 | " # Print it all out\n", 142 | " display(cropped)\n", 143 | " print(desc, \"is\", text)" 144 | ] 145 | }, 146 | { 147 | "cell_type": "code", 148 | "execution_count": null, 149 | "id": "a1ca76fc", 150 | "metadata": {}, 151 | "outputs": [], 152 | "source": [] 153 | } 154 | ], 155 | "metadata": { 156 | "kernelspec": { 157 | "display_name": "Python 3 (ipykernel)", 158 | "language": "python", 159 | "name": "python3" 160 | }, 161 | "language_info": { 162 | "codemirror_mode": { 163 | "name": "ipython", 164 | "version": 3 165 | }, 166 | "file_extension": ".py", 167 | "mimetype": "text/x-python", 168 | "name": "python", 169 | "nbconvert_exporter": "python", 170 | "pygments_lexer": "ipython3", 171 | "version": "3.10.3" 172 | } 173 | }, 174 | "nbformat": 4, 175 | "nbformat_minor": 5 176 | } 177 | --------------------------------------------------------------------------------