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---
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license: apache-2.0
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language:
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- en
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- vi
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tags:
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- ocr
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- optical-character-recognition
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- text-recognition
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- image-text
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pretty_name: Combined OCR Datasets
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size_categories:
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- 10M<n<100M
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task_categories:
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- image-text-recognition
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task_ids:
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- optical-character-recognition
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---
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# Combined OCR Dataset for Text Recognition
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## Dataset Description
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This is a large-scale dataset (~11M training, ~0.9M validation images) for Optical Character Recognition (OCR), aggregated from several common benchmarks and sources (see Sources below). It includes scene text, handwritten text, and synthetic images with corresponding text labels.
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**Training Code:** [https://github.com/AnyGlow/lib_ocr](https://github.com/AnyGlow/lib_ocr)
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## Dataset Structure
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```
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./data/
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├── train/
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│ ├── images/*.jpg # Training images
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│ └── tgt.csv # Training filenames and labels
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└── val/
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├── images/*.jpg # Validation images
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└── tgt.csv # Validation filenames and labels
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```
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* `tgt.csv`: Comma-separated `image_name,label`. Labels are pre-normalized (see below).
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## Data Details
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* **Sources:** Aggregated from [vietocr](https://github.com/pbcquoc/vietocr), [Deep Text Rec. Benchmark](https://github.com/clovaai/deep-text-recognition-benchmark), [Synth90k](https://www.robots.ox.ac.uk/~vgg/data/text/), and [Cinnamon AI Handwritten](https://www.kaggle.com/datasets/hariwh0/cinnamon-ai-handwritten-addresses).
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* **Normalization:** Text labels have undergone character normalization (e.g., smart quotes to `"` , various dashes to `-`, accented chars simplified like `Ö`->`O`). This simplifies the vocabulary. See the [training repo README](https://github.com/AnyGlow/lib_ocr#data-preprocessing-character-normalization) for the full list.
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* **Language:** Predominantly English. Vietnamese samples (1.76%) are included but limited.
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* **Licensing:** Combines multiple sources. **Users must verify compliance with original dataset licenses** before use.
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## Citation
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Please cite the original source datasets if you use this data. Citing this aggregation is also appreciated:
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```bibtex
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@misc{ducto489_ocr_datasets,
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author = {Nguyễn Minh Đức},
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title = {Combined OCR Dataset},
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year = {2024}, # Update year as needed
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howpublished = {Hugging Face Datasets},
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url = {https://huggingface.co/datasets/ducto489/ocr_datasets}
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}
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```
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## Dataset Curators
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Aggregated by [ducto489](https://github.com/ducto489/) / Nguyễn Minh Đức.
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