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Merge pull request #138 from qurator-spk/extracting_images_only
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Extracting images only
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vahidrezanezhad authored Nov 5, 2024
2 parents 751b010 + f7e5fb9 commit bceeeb5
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51 changes: 0 additions & 51 deletions .circleci/config.yml

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8 changes: 4 additions & 4 deletions .github/workflows/test-eynollah.yml
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@@ -1,7 +1,7 @@
# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions

name: Python package
name: Test

on: [push]

Expand All @@ -14,8 +14,8 @@ jobs:
python-version: ['3.8', '3.9', '3.10', '3.11']

steps:
- uses: actions/checkout@v2
- uses: actions/cache@v2
- uses: actions/checkout@v4
- uses: actions/cache@v4
id: model_cache
with:
path: models_eynollah
Expand All @@ -24,7 +24,7 @@ jobs:
if: steps.model_cache.outputs.cache-hit != 'true'
run: make models
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v2
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
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10 changes: 10 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -5,6 +5,14 @@ Versioned according to [Semantic Versioning](http://semver.org/).

## Unreleased

## [0.3.1] - 2024-08-27

Fixed:

* regression in OCR-D processor, #106
* Expected Ptrcv::UMat for argument 'contour', #110
* Memory usage explosion with very narrow images (e.g. book spine), #67

## [0.3.0] - 2023-05-13

Changed:
Expand Down Expand Up @@ -117,6 +125,8 @@ Fixed:
Initial release

<!-- link-labels -->
[0.3.1]: ../../compare/v0.3.1...v0.3.0
[0.3.0]: ../../compare/v0.3.0...v0.2.0
[0.2.0]: ../../compare/v0.2.0...v0.1.0
[0.1.0]: ../../compare/v0.1.0...v0.0.11
[0.0.11]: ../../compare/v0.0.11...v0.0.10
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8 changes: 3 additions & 5 deletions Makefile
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Expand Up @@ -22,16 +22,14 @@ help:
models: models_eynollah

models_eynollah: models_eynollah.tar.gz
# tar xf models_eynollah_renamed.tar.gz --transform 's/models_eynollah_renamed/models_eynollah/'
# tar xf models_eynollah_renamed.tar.gz
# tar xf 2022-04-05.SavedModel.tar.gz --transform 's/models_eynollah_renamed/models_eynollah/'
tar xf models_eynollah.tar.gz

models_eynollah.tar.gz:
# wget 'https://qurator-data.de/eynollah/2021-04-25/models_eynollah.tar.gz'
# wget 'https://qurator-data.de/eynollah/2022-04-05/models_eynollah_renamed.tar.gz'
# wget 'https://ocr-d.kba.cloud/2022-04-05.SavedModel.tar.gz'
wget https://github.com/qurator-spk/eynollah/releases/download/v0.3.0/models_eynollah.tar.gz
# wget 'https://qurator-data.de/eynollah/2022-04-05/models_eynollah_renamed_savedmodel.tar.gz'
# wget 'https://github.com/qurator-spk/eynollah/releases/download/v0.3.0/models_eynollah.tar.gz'
wget 'https://github.com/qurator-spk/eynollah/releases/download/v0.3.1/models_eynollah.tar.gz'

# Install with pip
install:
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69 changes: 39 additions & 30 deletions README.md
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@@ -1,10 +1,10 @@
# Eynollah
> Document Layout Analysis (segmentation) using pre-trained models and heuristics
> Document Layout Analysis with Deep Learning and Heuristics
[![PyPI Version](https://img.shields.io/pypi/v/eynollah)](https://pypi.org/project/eynollah/)
[![CircleCI Build Status](https://circleci.com/gh/qurator-spk/eynollah.svg?style=shield)](https://circleci.com/gh/qurator-spk/eynollah)
[![GH Actions Test](https://github.com/qurator-spk/eynollah/actions/workflows/test-eynollah.yml/badge.svg)](https://github.com/qurator-spk/eynollah/actions/workflows/test-eynollah.yml)
[![License: ASL](https://img.shields.io/github/license/qurator-spk/eynollah)](https://opensource.org/license/apache-2-0/)
[![DOI](https://img.shields.io/badge/DOI-10.1145%2F3604951.3605513-red)](https://doi.org/10.1145/3604951.3605513)

![](https://user-images.githubusercontent.com/952378/102350683-8a74db80-3fa5-11eb-8c7e-f743f7d6eae2.jpg)

Expand All @@ -14,16 +14,18 @@
* Support for various image optimization operations:
* cropping (border detection), binarization, deskewing, dewarping, scaling, enhancing, resizing
* Text line segmentation to bounding boxes or polygons (contours) including for curved lines and vertical text
* Detection of reading order
* Detection of reading order (left-to-right or right-to-left)
* Output in [PAGE-XML](https://github.com/PRImA-Research-Lab/PAGE-XML)
* [OCR-D](https://github.com/qurator-spk/eynollah#use-as-ocr-d-processor) interface

:warning: Development is currently focused on achieving the best possible quality of results for a wide variety of historical documents and therefore processing can be very slow. We aim to improve this, but contributions are welcome.

## Installation
Python versions `3.8-3.11` with Tensorflow versions >=`2.12` are currently supported.
Python `3.8-3.11` with Tensorflow `2.12-2.15` on Linux are currently supported.

For (limited) GPU support the CUDA toolkit needs to be installed.

You can either install via
You can either install from PyPI

```
pip install eynollah
Expand All @@ -39,45 +41,49 @@ cd eynollah; pip install -e .
Alternatively, you can run `make install` or `make install-dev` for editable installation.

## Models
Pre-trained models can be downloaded from [qurator-data.de](https://qurator-data.de/eynollah/).
Pre-trained models can be downloaded from [qurator-data.de](https://qurator-data.de/eynollah/) or [huggingface](https://huggingface.co/SBB?search_models=eynollah).

In case you want to train your own model to use with Eynollah, have a look at [sbb_pixelwise_segmentation](https://github.com/qurator-spk/sbb_pixelwise_segmentation).
## Train
🚧 **Work in progress**

In case you want to train your own model, have a look at [`sbb_pixelwise_segmentation`](https://github.com/qurator-spk/sbb_pixelwise_segmentation).

## Usage
The command-line interface can be called like this:

```sh
eynollah \
-i <image file> \
-i <single image file> | -di <directory containing image files> \
-o <output directory> \
-m <path to directory containing model files> \
-m <directory containing model files> \
[OPTIONS]
```

The following options can be used to further configure the processing:

| option | description |
|----------|:-------------|
| `-fl` | full layout analysis including all steps and segmentation classes |
| `-light` | lighter and faster but simpler method for main region detection and deskewing |
| `-tab` | apply table detection |
| `-ae` | apply enhancement (the resulting image is saved to the output directory) |
| `-as` | apply scaling |
| `-cl` | apply contour detection for curved text lines instead of bounding boxes |
| `-ib` | apply binarization (the resulting image is saved to the output directory) |
| `-ep` | enable plotting (MUST always be used with `-sl`, `-sd`, `-sa`, `-si` or `-ae`) |
| `-ho` | ignore headers for reading order dectection |
| `-di <directory>` | process all images in a directory in batch mode |
| `-si <directory>` | save image regions detected to this directory |
| `-sd <directory>` | save deskewed image to this directory |
| `-sl <directory>` | save layout prediction as plot to this directory |
| `-sp <directory>` | save cropped page image to this directory |
| `-sa <directory>` | save all (plot, enhanced/binary image, layout) to this directory |

If no option is set, the tool will perform layout detection of main regions (background, text, images, separators and marginals).
The tool produces better quality output when RGB images are used as input than greyscale or binarized images.
| option | description |
|-------------------|:-------------------------------------------------------------------------------|
| `-fl` | full layout analysis including all steps and segmentation classes |
| `-light` | lighter and faster but simpler method for main region detection and deskewing |
| `-tab` | apply table detection |
| `-ae` | apply enhancement (the resulting image is saved to the output directory) |
| `-as` | apply scaling |
| `-cl` | apply contour detection for curved text lines instead of bounding boxes |
| `-ib` | apply binarization (the resulting image is saved to the output directory) |
| `-ep` | enable plotting (MUST always be used with `-sl`, `-sd`, `-sa`, `-si` or `-ae`) |
| `-eoi` | extract only images to output directory (other processing will not be done) |
| `-ho` | ignore headers for reading order dectection |
| `-si <directory>` | save image regions detected to this directory |
| `-sd <directory>` | save deskewed image to this directory |
| `-sl <directory>` | save layout prediction as plot to this directory |
| `-sp <directory>` | save cropped page image to this directory |
| `-sa <directory>` | save all (plot, enhanced/binary image, layout) to this directory |

If no option is set, the tool performs layout detection of main regions (background, text, images, separators and marginals).
The best output quality is produced when RGB images are used as input rather than greyscale or binarized images.

#### Use as OCR-D processor
🚧 **Work in progress**

Eynollah ships with a CLI interface to be used as [OCR-D](https://ocr-d.de) processor.

Expand All @@ -95,11 +101,14 @@ ocrd-eynollah-segment -I OCR-D-IMG-BIN -O SEG-LINE -P models

uses the original (RGB) image despite any binarization that may have occured in previous OCR-D processing steps

#### Additional documentation
Please check the [wiki](https://github.com/qurator-spk/eynollah/wiki).

## How to cite
If you find this tool useful in your work, please consider citing our paper:

```bibtex
@inproceedings{rezanezhad2023eynollah,
@inproceedings{hip23rezanezhad,
title = {Document Layout Analysis with Deep Learning and Heuristics},
author = {Rezanezhad, Vahid and Baierer, Konstantin and Gerber, Mike and Labusch, Kai and Neudecker, Clemens},
booktitle = {Proceedings of the 7th International Workshop on Historical Document Imaging and Processing {HIP} 2023,
Expand Down
2 changes: 1 addition & 1 deletion ocrd-tool.json
51 changes: 30 additions & 21 deletions pyproject.toml
Original file line number Diff line number Diff line change
@@ -1,34 +1,43 @@
[build-system]
requires = ["setuptools>=61.0"]
build-backend = "setuptools.build_meta"
requires = ["setuptools>=61.0", "wheel", "setuptools-ocrd"]

[project]
name = "eynollah"
version = "0.1.0"




dependencies = [
"ocrd >= 2.23.3",
"tensorflow == 2.12.1",
"scikit-learn >= 0.23.2",
"imutils >= 0.5.3",
"numpy < 1.24.0",
"matplotlib",
"torch == 2.0.1",
"transformers == 4.30.2",
"numba == 0.58.1",
authors = [
{name = "Vahid Rezanezhad"},
{name = "Staatsbibliothek zu Berlin - Preußischer Kulturbesitz"},
]
description = "Document Layout Analysis"
readme = "README.md"
license.file = "LICENSE"
requires-python = ">=3.8"
keywords = ["document layout analysis", "image segmentation"]

dynamic = ["dependencies", "version"]

classifiers = [
"Development Status :: 4 - Beta",
"Environment :: Console",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Topic :: Scientific/Engineering :: Image Processing",
]

[project.scripts]
eynollah = "qurator.eynollah.cli:main"
ocrd-eynollah-segment="qurator.eynollah.ocrd_cli:main"
eynollah = "eynollah.cli:main"
ocrd-eynollah-segment = "eynollah.ocrd_cli:main"

[project.urls]
Homepage = "https://github.com/qurator-spk/eynollah"
Repository = "https://github.com/qurator-spk/eynollah.git"

[tool.setuptools.dynamic]
dependencies = {file = ["requirements.txt"]}

[tool.setuptools.packages.find]
where = ["."]
include = ["qurator"]
where = ["src"]

[tool.setuptools.package-data]
"*" = ["*.json", '*.yml', '*.xml', '*.xsd']
1 change: 0 additions & 1 deletion qurator/__init__.py

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1 change: 0 additions & 1 deletion qurator/eynollah/__init__.py

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File renamed without changes.
17 changes: 14 additions & 3 deletions qurator/eynollah/cli.py → src/eynollah/cli.py
Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
import sys
import click
from ocrd_utils import initLogging, setOverrideLogLevel
from qurator.eynollah.eynollah import Eynollah
from qurator.eynollah.sbb_binarize import SbbBinarizer
from eynollah.eynollah import Eynollah
from eynollah.eynollah import Eynollah
from eynollah.sbb_binarize import SbbBinarizer

@click.group()
def main():
Expand Down Expand Up @@ -146,6 +147,12 @@ def binarization(patches, model_dir, input_image, output_image, dir_in, dir_out)
is_flag=True,
help="If set, will plot intermediary files and images",
)
@click.option(
"--extract_only_images/--disable-extracting_only_images",
"-eoi/-noeoi",
is_flag=True,
help="If a directory is given, only images in documents will be cropped and saved there and the other processing will not be done",
)
@click.option(
"--allow-enhancement/--no-allow-enhancement",
"-ae/-noae",
Expand Down Expand Up @@ -247,7 +254,7 @@ def binarization(patches, model_dir, input_image, output_image, dir_in, dir_out)
help="Override log level globally to this",
)

def layout(image, out, dir_in, model, save_images, save_layout, save_deskewed, save_all, save_page, enable_plotting, allow_enhancement, curved_line, textline_light, full_layout, tables, right2left, input_binary, allow_scaling, headers_off, light_version, reading_order_machine_based, do_ocr, num_col_upper, num_col_lower, skip_layout_and_reading_order, ignore_page_extraction, log_level):
def layout(image, out, dir_in, model, save_images, save_layout, save_deskewed, save_all, extract_only_images, save_page, enable_plotting, allow_enhancement, curved_line, textline_light, full_layout, tables, right2left, input_binary, allow_scaling, headers_off, light_version, reading_order_machine_based, do_ocr, num_col_upper, num_col_lower, skip_layout_and_reading_order, ignore_page_extraction, log_level):
if log_level:
setOverrideLogLevel(log_level)
initLogging()
Expand All @@ -260,6 +267,9 @@ def layout(image, out, dir_in, model, save_images, save_layout, save_deskewed, s
if textline_light and not light_version:
print('Error: You used -tll to enable light textline detection but -light is not enabled')
sys.exit(1)

if extract_only_images and (allow_enhancement or allow_scaling or light_version or curved_line or textline_light or full_layout or tables or right2left or headers_off) :
print('Error: You used -eoi which can not be enabled alongside light_version -light or allow_scaling -as or allow_enhancement -ae or curved_line -cl or textline_light -tll or full_layout -fl or tables -tab or right2left -r2l or headers_off -ho')
if light_version and not textline_light:
print('Error: You used -light without -tll. Light version need light textline to be enabled.')
sys.exit(1)
Expand All @@ -269,6 +279,7 @@ def layout(image, out, dir_in, model, save_images, save_layout, save_deskewed, s
dir_in=dir_in,
dir_models=model,
dir_of_cropped_images=save_images,
extract_only_images=extract_only_images,
dir_of_layout=save_layout,
dir_of_deskewed=save_deskewed,
dir_of_all=save_all,
Expand Down
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