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149 lines
5.4 KiB
Markdown
149 lines
5.4 KiB
Markdown
dinglehopper
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============
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dinglehopper is an OCR evaluation tool and reads
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[ALTO](https://github.com/altoxml),
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[PAGE](https://github.com/PRImA-Research-Lab/PAGE-XML) and text files. It
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compares a ground truth (GT) document page with a OCR result page to compute
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metrics and a word/character differences report. It also supports batch processing by
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generating, aggregating and summarizing multiple reports.
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[![Tests](https://github.com/qurator-spk/dinglehopper/actions/workflows/test.yml/badge.svg)](https://github.com/qurator-spk/dinglehopper/actions?query=workflow:"test")
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[![GitHub tag](https://img.shields.io/github/tag/qurator-spk/dinglehopper?include_prereleases=&sort=semver&color=blue)](https://github.com/qurator-spk/dinglehopper/releases/)
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[![License](https://img.shields.io/badge/License-Apache-blue)](#license)
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[![issues - dinglehopper](https://img.shields.io/github/issues/qurator-spk/dinglehopper)](https://github.com/qurator-spk/dinglehopper/issues)
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Goals
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-----
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* Useful
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* As a UI tool
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* For an automated evaluation
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* As a library
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* Unicode support
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Installation
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------------
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It's best to use pip to install the package from PyPI, e.g.:
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```
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pip install dinglehopper
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```
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Usage
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-----
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~~~
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Usage: dinglehopper [OPTIONS] GT OCR [REPORT_PREFIX] [REPORTS_FOLDER]
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Compare the PAGE/ALTO/text document GT against the document OCR.
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dinglehopper detects if GT/OCR are ALTO or PAGE XML documents to extract
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their text and falls back to plain text if no ALTO or PAGE is detected.
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The files GT and OCR are usually a ground truth document and the result of
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an OCR software, but you may use dinglehopper to compare two OCR results. In
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that case, use --no-metrics to disable the then meaningless metrics and also
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change the color scheme from green/red to blue.
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The comparison report will be written to
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$REPORTS_FOLDER/$REPORT_PREFIX.{html,json}, where $REPORTS_FOLDER defaults
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to the current working directory and $REPORT_PREFIX defaults to "report".
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The reports include the character error rate (CER) and the word error rate
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(WER).
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By default, the text of PAGE files is extracted on 'region' level. You may
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use "--textequiv-level line" to extract from the level of TextLine tags.
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Options:
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--metrics / --no-metrics Enable/disable metrics and green/red
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--differences BOOLEAN Enable reporting character and word level
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differences
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--textequiv-level LEVEL PAGE TextEquiv level to extract text from
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--progress Show progress bar
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--help Show this message and exit.
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~~~
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For example:
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~~~
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dinglehopper some-document.gt.page.xml some-document.ocr.alto.xml
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~~~
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This generates `report.html` and `report.json`.
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![dinglehopper displaying metrics and character differences](.screenshots/dinglehopper.png?raw=true)
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Batch comparison between folders of GT and OCR files can be done by simply providing
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folders:
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~~~
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dinglehopper gt/ ocr/ report output_folder/
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~~~
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This assumes that you have files with the same name in both folders, e.g.
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`gt/00000001.page.xml` and `ocr/00000001.alto.xml`.
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The example generates reports for each set of files, with the prefix `report`, in the
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(automatically created) folder `output_folder/`.
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By default, the JSON report does not contain the character and word differences, only
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the calculated metrics. If you want to include the differences, use the
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`--differences` flag:
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~~~
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dinglehopper gt/ ocr/ report output_folder/ --differences
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~~~
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### dinglehopper-summarize
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A set of (JSON) reports can be summarized into a single set of
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reports. This is useful after having generated reports in batch.
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Example:
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~~~
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dinglehopper-summarize output_folder/
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~~~
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This generates `summary.html` and `summary.json` in the same `output_folder`.
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If you are summarizing many reports and have used the `--differences` flag while
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generating them, it may be useful to limit the number of differences reported by using
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the `--occurrences-threshold` parameter. This will reduce the size of the generated HTML
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report, making it easier to open and navigate. Note that the JSON report will still
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contain all differences. Example:
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~~~
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dinglehopper-summarize output_folder/ --occurrences-threshold 10
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~~~
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### dinglehopper-line-dirs
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You also may want to compare a directory of GT text files (i.e. `gt/line0001.gt.txt`)
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with a directory of OCR text files (i.e. `ocr/line0001.some-ocr.txt`) with a separate
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CLI interface:
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~~~
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dinglehopper-line-dirs gt/ ocr/
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~~~
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### dinglehopper-extract
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The tool `dinglehopper-extract` extracts the text of the given input file on
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stdout, for example:
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~~~
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dinglehopper-extract --textequiv-level line OCR-D-GT-PAGE/00000024.page.xml
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~~~
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### OCR-D
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As a OCR-D processor:
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~~~
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ocrd-dinglehopper -I OCR-D-GT-PAGE,OCR-D-OCR-TESS -O OCR-D-OCR-TESS-EVAL
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~~~
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This generates HTML and JSON reports in the `OCR-D-OCR-TESS-EVAL` filegroup.
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The OCR-D processor has these parameters:
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| Parameter | Meaning |
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| ------------------------- | ------------------------------------------------------------------- |
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| `-P metrics false` | Disable metrics and the green-red color scheme (default: enabled) |
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| `-P textequiv_level line` | (PAGE) Extract text from TextLine level (default: TextRegion level) |
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For example:
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~~~
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ocrd-dinglehopper -I ABBYY-FULLTEXT,OCR-D-OCR-CALAMARI -O OCR-D-OCR-COMPARE-ABBYY-CALAMARI -P metrics false
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~~~
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Developer information
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---------------------
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*Please refer to [README-DEV.md](README-DEV.md).*
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