yezay/myanmar-ocr-dataset
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https://hf-mirror.com/datasets/yezay/myanmar-ocr-dataset
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资源简介:
---
dataset_info:
features:
- name: image
dtype: image
- name: text
dtype: string
splits:
- name: train
num_bytes: 27613382844.995
num_examples: 7576785
- name: test
num_bytes: 74400308.776
num_examples: 22964
download_size: 24805635073
dataset_size: 27687783153.771
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: test
path: data/test-*
language:
- my
pretty_name: Myanmar OCR Dataset (Synthetic)
license: mit
task_categories:
- image-to-text
---
# Myanmar OCR Dataset
A synthetic dataset for training and fine-tuning Optical Character Recognition (OCR) models specifically for the Myanmar language.
## Dataset Description
This dataset contains synthetically generated OCR images created specifically for Myanmar text recognition tasks. The images were generated using [myanmar-ocr-data-generator](https://github.com/chuuhtetnaing/myanmar-ocr-data-generator), a fork of [TextRecognitionDataGenerator](https://github.com/Belval/TextRecognitionDataGenerator) with fixes for proper Myanmar character splitting.
## Direct Download
Available from [UT Austin SharePoint](https://utexas-my.sharepoint.com/:u:/g/personal/cn23349_my_utexas_edu/EZcWC2NEbKNMkeJ_WByugx0BMTSE6qKYQjVp62fn6m0toA?e=L9AKko)
- The downloadable data is specifically formatted for PaddleOCR
- Includes organized folder structure optimized for PaddleOCR training
- Labels are provided in tab-separated format
- Ready to fine-tuned for PaddleOCR
### Key Features
- Synthetic Myanmar text images with corresponding text labels
- Maximum text length of 100 characters per image
- Various fonts, styles, skews, various distortion types, blur levels, and backgrounds to improve model robustness
## Generation Method
The dataset was created using a forked and customized version of the TextRecognitionDataGenerator:
- Original repository: [Belval/TextRecognitionDataGenerator](https://github.com/Belval/TextRecognitionDataGenerator)
- Customized fork: [chuuhtetnaing/myanmar-ocr-data-generator](https://github.com/chuuhtetnaing/myanmar-ocr-data-generator)
### Text Sources
The text content used to generate the OCR images was extracted from:
- [chuuhtetnaing/myanmar-wikipedia-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-wikipedia-dataset): A collection of Myanmar language text from Wikipedia
- [chuuhtetnaing/myanmar-facebook-flores-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-facebook-flores-dataset): A subset of [Meta's FLORES dataset](https://huggingface.co/datasets/facebook/flores) containing only Myanmar language text
- [chuuhtetnaing/myanmar-instruction-tuning-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-instruction-tuning-dataset): Compilation of question-answer pairs in the Myanmar language
- [chuuhtetnaing/mm-lib-book-dataset](https://huggingface.co/datasets/chuuhtetnaing/mm-lib-book-dataset): A dataset of 437 books extracted from MM-Lib (Only 421 unicode font books are used for OCR dataset)
## Usage
This dataset is particularly useful for:
- Training OCR models for Myanmar language text recognition
- Fine-tuning existing OCR models to improve performance on Myanmar script
- Developing applications for Myanmar text digitization
## License
This dataset is free to use for any purpose - personal, commercial, or educational.
dataset_info:
特征:
- 名称:image(图像),数据类型:image(图像)
- 名称:text(文本),数据类型:string(字符串)
划分:
- 名称:train(训练集),字节数:27613382844.995,样本数:7576785
- 名称:test(测试集),字节数:74400308.776,样本数:22964
下载大小:24805635073,数据集总大小:27687783153.771
配置项:
- 配置名称:default(默认配置),数据文件:
- 划分:train,路径:data/train-*
- 划分:test,路径:data/test-*
语言:
- my(缅甸语)
展示名称:缅甸语OCR合成数据集(Myanmar OCR Dataset (Synthetic))
许可证:MIT许可证
任务类别:
- 图像到文本(image-to-text)
# 缅甸语OCR数据集
本数据集为专门针对缅甸语的光学字符识别(Optical Character Recognition, OCR)模型的训练与微调任务构建的合成数据集。
## 数据集说明
本数据集包含专为缅甸语文本识别任务生成的合成OCR图像。这些图像通过[myanmar-ocr-data-generator](https://github.com/chuuhtetnaing/myanmar-ocr-data-generator)生成,该项目是[TextRecognitionDataGenerator](https://github.com/Belval/TextRecognitionDataGenerator)的分支版本,针对缅甸语字符拆分问题进行了修复。
## 直接下载
可从[德克萨斯大学奥斯汀分校SharePoint](https://utexas-my.sharepoint.com/:u:/g/personal/cn23349_my_utexas_edu/EZcWC2NEbKNMkeJ_WByugx0BMTSE6qKYQjVp62fn6m0toA?e=L9AKko)获取:
- 该可下载数据专门针对PaddleOCR优化格式
- 包含适配PaddleOCR训练的标准化文件夹结构
- 标签采用制表符分隔格式提供
- 可直接用于PaddleOCR的微调任务
### 核心特性
- 带有对应文本标签的合成缅甸语文本图像
- 单张图像最大文本长度为100个字符
- 涵盖多种字体、样式、倾斜角度、各类畸变类型、模糊等级与背景,以提升模型鲁棒性
## 生成方式
本数据集基于经过定制修改的TextRecognitionDataGenerator分支版本构建:
- 原始仓库:[Belval/TextRecognitionDataGenerator](https://github.com/Belval/TextRecognitionDataGenerator)
- 定制分支:[chuuhtetnaing/myanmar-ocr-data-generator](https://github.com/chuuhtetnaing/myanmar-ocr-data-generator)
### 文本来源
用于生成OCR图像的文本内容提取自以下数据集:
- [chuuhtetnaing/myanmar-wikipedia-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-wikipedia-dataset):来自维基百科的缅甸语文本合集
- [chuuhtetnaing/myanmar-facebook-flores-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-facebook-flores-dataset):[Meta's FLORES数据集](https://huggingface.co/datasets/facebook/flores)的子集,仅包含缅甸语文本
- [chuuhtetnaing/myanmar-instruction-tuning-dataset](https://huggingface.co/datasets/chuuhtetnaing/myanmar-instruction-tuning-dataset):缅甸语问答对合集
- [chuuhtetnaing/mm-lib-book-dataset](https://huggingface.co/datasets/chuuhtetnaing/mm-lib-book-dataset):从MM-Lib提取的437本图书数据集(本OCR数据集仅使用其中421本支持Unicode字体的图书)
## 应用场景
本数据集尤其适用于:
- 训练用于缅甸语文本识别的OCR模型
- 微调现有OCR模型以提升其对缅甸文字符的识别性能
- 开发缅甸语文本数字化相关应用
## 许可证
本数据集可免费用于个人、商业或教育等任意场景。
提供机构:
yezay


