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@ -5,7 +5,7 @@ formally described in [`ocrd-tool.json`](https://github.com/qurator-spk/eynollah
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When using Eynollah in OCR-D, the source image file group with (preferably) RGB images should be used as input like this:
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When using Eynollah in OCR-D, the source image file group with (preferably) RGB images should be used as input like this:
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ocrd-eynollah-segment -I OCR-D-IMG -O OCR-D-SEG -P models eynollah_layout_v0_5_0
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ocrd-eynollah-segment -I OCR-D-IMG -O OCR-D-SEG -P models eynollah_layout_v0_9_0
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If the input file group is PAGE-XML (from a previous OCR-D workflow step), Eynollah behaves as follows:
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If the input file group is PAGE-XML (from a previous OCR-D workflow step), Eynollah behaves as follows:
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- existing regions are kept and ignored (i.e. in effect they might overlap segments from Eynollah results)
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- existing regions are kept and ignored (i.e. in effect they might overlap segments from Eynollah results)
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@ -17,7 +17,7 @@ If the input file group is PAGE-XML (from a previous OCR-D workflow step), Eynol
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(because some other preprocessing step was in effect like `denoised`), then
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(because some other preprocessing step was in effect like `denoised`), then
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the output PAGE-XML will be based on that as new top-level (`@imageFilename`)
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the output PAGE-XML will be based on that as new top-level (`@imageFilename`)
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ocrd-eynollah-segment -I OCR-D-XYZ -O OCR-D-SEG -P models eynollah_layout_v0_5_0
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ocrd-eynollah-segment -I OCR-D-XYZ -O OCR-D-SEG -P models eynollah_layout_v0_9_0
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In general, it makes more sense to add other workflow steps **after** Eynollah.
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In general, it makes more sense to add other workflow steps **after** Eynollah.
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@ -3,49 +3,69 @@ The command-line interface can be called like this:
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```sh
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```sh
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eynollah \
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eynollah \
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[GENERIC_OPTIONS] \
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layout \
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-i <single image file> | -di <directory containing image files> \
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-i <single image file> | -di <directory containing image files> \
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-o <output directory> \
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-o <output directory> \
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-m <directory containing model files> \
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[LAYOUT_OPTIONS]
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[OPTIONS]
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```
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```
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## Processing options
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## Generic options
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The following options can be used to further configure the processing:
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Pass any of the following options:
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| option | description |
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| **option** | **description** |
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|---------------------------------------------------|:----------------------------------------------------------------|
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| -m <directory containing model files> | override default directory `$PWD/models_eynollah` |
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| -mv <model category> <model variant> <model path> | override specific models, e.g. `region_1_2 '' /path/to/my.onnx` |
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| -D <device specifier> | allocate models to GPUs, e.g. `col*:CPU,page:GPU1,*:GPU0` |
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| -l <log level> | override default `INFO` log level e.g. `DEBUG` |
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## Processing options
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The following options can be used to further control layout analysis:
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| **option** | **description** |
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|-------------------|:-------------------------------------------------------------------------------|
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|-------------------|:-------------------------------------------------------------------------------|
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| `-fl` | full layout analysis including all steps and segmentation classes |
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| `-fl` | full layout analysis including all steps and segmentation classes (recommended)|
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| `-light` | lighter and faster but simpler method for main region detection and deskewing |
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| `-tab` | apply table detection |
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| `-tab` | apply table detection |
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| `-ae` | apply enhancement (the resulting image is saved to the output directory) |
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| `-ae` | apply enhancement (the resulting image is saved to the output directory) |
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| `-as` | apply scaling |
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| `-as` | apply scaling |
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| `-cl` | apply contour detection for curved text lines instead of bounding boxes |
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| `-cl` | apply contour detection for curved text lines, deskewing regions independently |
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| `-ib` | apply binarization (the resulting image is saved to the output directory) |
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| `-ib` | apply binarization (the resulting image is saved to the output directory) |
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| `-ep` | enable plotting (MUST always be used with `-sl`, `-sd`, `-sa`, `-si` or `-ae`) |
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| `-ep` | enable plotting (MUST always be used with `-sl`, `-sd`, `-sa`, `-si` or `-ae`) |
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| `-eoi` | extract only images to output directory (other processing will not be done) |
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| `-ho` | ignore headers for reading order dectection |
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| `-ho` | ignore headers for reading order dectection |
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| `-si <directory>` | save image regions detected to this directory |
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| `-si <directory>` | save image regions detected to this directory |
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| `-sd <directory>` | save deskewed image to this directory |
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| `-sd <directory>` | save deskewed image to this directory |
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| `-sl <directory>` | save layout prediction as plot to this directory |
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| `-sl <directory>` | save layout prediction as plot to this directory |
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| `-sp <directory>` | save cropped page image to this directory |
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| `-sp <directory>` | save cropped page image to this directory |
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| `-sa <directory>` | save all (plot, enhanced/binary image, layout) to this directory |
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| `-sa <directory>` | save all (plot, enhanced/binary image, layout) to this directory |
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| `-thart` | confidence threshold of artifical boundary class during textline detection |
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| `-tharl` | confidence threshold of artifical boundary class during region detection |
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| `-ncu` | upper limit of columns in document image |
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| `-ncl` | lower limit of columns in document image |
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| `-slro` | skip layout detection and reading order |
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| `-romb` | apply machine based reading order detection |
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| `-ipe` | ignore page extraction |
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| `-j` | number of CPU jobs to run parallel (useful with -di) |
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| `-H` | when to halt if some jobs fail, e.g. `0.1` for 10% or `3` for 3 pages |
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If no option is set, the tool performs detection of main regions (background, text, images, separators and marginals).
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If no option is set, the tool performs detection of main regions (background, text, images, separators and marginals).
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### `--full-layout` vs `--no-full-layout`
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### `--full-layout` vs shallow
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Here are the difference in elements detected depending on the `--full-layout`/`--no-full-layout` command line flags:
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Here are the differences in segment types detected:
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| | `--full-layout` | `--no-full-layout` |
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| | `-fl` | without |
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|--------------------------|-----------------|--------------------|
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|--------------------------|-------|---------|
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| reading order | x | x |
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| reading order | x | x |
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| header regions | x | - |
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| header regions | x | - |
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| text regions | x | x |
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| text regions | x | x |
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| text regions / text line | x | x |
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| text regions / textlines | x | x |
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| drop-capitals | x | - |
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| drop-capitals | x | - |
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| marginals | x | x |
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| marginals | x | x |
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| marginals / text line | x | x |
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| marginals / textlines | x | x |
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| image region | x | x |
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| image regions | x | x |
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(Note: No marginals are detected for pages with 3 columns or more.)
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## Use as OCR-D processor
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## Use as OCR-D processor
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Eynollah ships with a CLI interface to be used as [OCR-D](https://ocr-d.de) processor that is described in
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Eynollah ships with a CLI interface to be used as [OCR-D](https://ocr-d.de) processor that is described in
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@ -54,13 +74,13 @@ Eynollah ships with a CLI interface to be used as [OCR-D](https://ocr-d.de) proc
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The source image file group with (preferably) RGB images should be used as input for Eynollah like this:
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The source image file group with (preferably) RGB images should be used as input for Eynollah like this:
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```
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```
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ocrd-eynollah-segment -I OCR-D-IMG -O SEG-LINE -P models
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ocrd-eynollah-segment -I OCR-D-IMG -O SEG-LINE -P full_layout true
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```
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```
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Any image referenced by `@imageFilename` in PAGE-XML is passed on directly to Eynollah as a processor, so that e.g.
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Any image referenced by `@imageFilename` in PAGE-XML is passed on directly to Eynollah as a processor, so that e.g.
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```
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```
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ocrd-eynollah-segment -I OCR-D-IMG-BIN -O SEG-LINE -P models
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ocrd-eynollah-segment -I OCR-D-IMG-BIN -O SEG-LINE -P full_layout true
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```
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```
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uses the original (RGB) image despite any binarization that may have occured in previous OCR-D processing steps.
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uses the original (RGB) image despite any binarization that may have occured in previous OCR-D processing steps.
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