English Character and Digit Recognition Data
Data Science and Analytics
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About
Provides image data specifically created for the recognition of English alphabets and numbers. This resource tackles the classic pattern recognition challenge, offering materials crucial for advancing character recognition systems, especially those designed to handle complex images captured by popular cameras and hand-held devices. The collection includes a wide variety of fonts and character styles, making it useful for real-world computer vision applications.
Columns
- filepaths: Contains the exact location path for each individual character image. This column holds over sixty thousand unique entries.
- Font: Specifies which of the sixty-two available fonts is depicted in the associated image file.
Distribution
The dataset primarily consists of image files linked via a tabular CSV file approximately 5 MB in size. The data is structured around 62 directories containing samples of capital letters, small letters, and digits. There are approximately 63,000 records available in total for analysis.
Usage
Ideal for training and validating advanced Optical Character Recognition (OCR) models. It can be used for benchmarking algorithms that require robustness against different fonts and complex backgrounds. This data is also suitable for general image classification tasks within the field of computer vision.
Coverage
The scope covers the Latin script, specifically the full range of 26 capital English letters, 26 corresponding small letters, and the 10 numeric digits. The data structure is fixed, and there are no expected future updates to this material.
License
CC0: Public Domain
Who Can Use It
Machine learning practitioners developing robust text extraction services. Researchers focused on deep learning applied to image classification and pattern recognition problems. Students seeking structured, real-world image datasets for educational projects in computer vision.
Dataset Name Suggestions
- English Character and Digit Recognition Data
- Alphabet Font Recognition for OCR
- Computer Vision Character Recognition Challenge Set.
Attributes
Original Data Source: English Character and Digit Recognition Data
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