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# Output directories | ||
outputs/ | ||
multirun/ | ||
ray_results/ | ||
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
.python-version | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# Cython debug symbols | ||
cython_debug/ | ||
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# IDE | ||
.idea/ |
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We use various synthetic and real datasets. More info is in Appendix F of the supplementary material. Some preprocessing scripts are included in [`tools/`](tools). | ||
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| Dataset | Type | Remarks | | ||
|:-------:|:-----:|:--------| | ||
| [MJSynth](https://www.robots.ox.ac.uk/~vgg/data/text/) | synthetic | Case-sensitive annotations were extracted from the image filenames | | ||
| [SynthText](https://www.robots.ox.ac.uk/~vgg/data/scenetext/) | synthetic | Processed with [`crop_by_word_bb_syn90k.py`](https://github.com/FangShancheng/ABINet/blob/main/tools/crop_by_word_bb_syn90k.py) | | ||
| [IC13](https://rrc.cvc.uab.es/?ch=2) | real | Three archives: 857, 1015, 1095 (full) | | ||
| [IC15](https://rrc.cvc.uab.es/?ch=4) | real | Two archives: 1811, 2077 (full) | | ||
| [CUTE80](http://cs-chan.com/downloads_cute80_dataset.html) | real | \[1\] | | ||
| [IIIT5k](https://cvit.iiit.ac.in/research/projects/cvit-projects/the-iiit-5k-word-dataset) | real | \[1\] | | ||
| [SVT](http://vision.ucsd.edu/~kai/svt/) | real | \[1\] | | ||
| [SVTP](https://openaccess.thecvf.com/content_iccv_2013/html/Phan_Recognizing_Text_with_2013_ICCV_paper.html) | real | \[1\] | | ||
| [ArT](https://rrc.cvc.uab.es/?ch=14) | real | \[2\] | | ||
| [COCO-Text v1.4](https://rrc.cvc.uab.es/?ch=5) | real | \[2\] | | ||
| [LSVT](https://rrc.cvc.uab.es/?ch=16) | real | \[2\] | | ||
| [MLT19](https://rrc.cvc.uab.es/?ch=15) | real | \[2\] | | ||
| [RCTW17](https://rctw.vlrlab.net/dataset.html) | real | \[2\] | | ||
| [ReCTS](https://rrc.cvc.uab.es/?ch=12) | real | \[2\] | | ||
| [Uber-Text](https://s3-us-west-2.amazonaws.com/uber-common-public/ubertext/index.html) | real | \[2\] | | ||
| [COCO-Text v2.0](https://bgshih.github.io/cocotext/) | real | Processed with [`coco_2_converter.py`](tools/coco_2_converter.py) | | ||
| [OpenVINO](https://proceedings.mlr.press/v157/krylov21a.html) | real | [Annotations](https://storage.openvinotoolkit.org/repositories/openvino_training_extensions/datasets/open_images_v5_text/) for a subset of [Open Images](https://github.com/cvdfoundation/open-images-dataset). Processed with [`openvino_converter.py`](tools/openvino_converter.py). | | ||
| [TextOCR](https://textvqa.org/textocr/) | real | Annotations for a subset of Open Images. Processed with [`textocr_converter.py`](tools/textocr_converter.py). A _horizontal_ version can be generated by passing `--rectify_pose`. | | ||
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\[1\] Case-sensitive annotations from [Long and Yao](https://github.com/Jyouhou/Case-Sensitive-Scene-Text-Recognition-Datasets) + [our corrections](https://github.com/baudm/Case-Sensitive-Scene-Text-Recognition-Datasets). Processed with [case_sensitive_str_datasets_converter.py](tools/case_sensitive_str_datasets_converter.py)<br/> | ||
\[2\] Archives used as-is from [Baek et al.](https://github.com/ku21fan/STR-Fewer-Labels/blob/main/data.md) They are included in the dataset release for convenience. Please refer to their work for more info about the datasets. | ||
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The preprocessed archives are available here: [val + test + most of train](https://drive.google.com/drive/folders/1NYuoi7dfJVgo-zUJogh8UQZgIMpLviOE), [TextOCR + OpenVINO](https://drive.google.com/drive/folders/1D9z_YJVa6f-O0juni-yG5jcwnhvYw-qC) | ||
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The expected filesystem structure is as follows: | ||
``` | ||
data | ||
├── test | ||
│ ├── ArT | ||
│ ├── COCOv1.4 | ||
│ ├── CUTE80 | ||
│ ├── IC13_1015 | ||
│ ├── IC13_1095 # Full IC13 test set. Typically not used for benchmarking but provided here for convenience. | ||
│ ├── IC13_857 | ||
│ ├── IC15_1811 | ||
│ ├── IC15_2077 | ||
│ ├── IIIT5k | ||
│ ├── SVT | ||
│ ├── SVTP | ||
│ └── Uber | ||
├── train | ||
│ ├── real | ||
│ │ ├── ArT | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── COCOv2.0 | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── LSVT | ||
│ │ │ ├── test | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── MLT19 | ||
│ │ │ ├── test | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── OpenVINO | ||
│ │ │ ├── train_1 | ||
│ │ │ ├── train_2 | ||
│ │ │ ├── train_5 | ||
│ │ │ ├── train_f | ||
│ │ │ └── validation | ||
│ │ ├── RCTW17 | ||
│ │ │ ├── test | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── ReCTS | ||
│ │ │ ├── test | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ ├── TextOCR | ||
│ │ │ ├── train | ||
│ │ │ └── val | ||
│ │ └── Uber | ||
│ │ ├── train | ||
│ │ └── val | ||
│ └── synth | ||
│ ├── MJ | ||
│ │ ├── test | ||
│ │ ├── train | ||
│ │ └── val | ||
│ └── ST | ||
└── val | ||
├── IC13 | ||
├── IC15 | ||
├── IIIT5k | ||
└── SVT | ||
``` |
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