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数据描述
About Dataset
CAPTCHA Image Dataset for Alphanumeric Recognition
Description
This dataset contains a collection of CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) images, designed to challenge automated systems while maintaining human accessibility. Each CAPTCHA consists of a sequence of alphanumeric characters in various fonts and styles, creating a diverse set of challenges for character recognition algorithms.
Content
- Images: A folder containing CAPTCHA images in PNG format.
- Labels: A CSV file with two columns:
image_filename
andtext
. Theimage_filename
corresponds to the filename of the CAPTCHA image, andtext
contains the alphanumeric text depicted in the CAPTCHA.
Context
CAPTCHAs play a crucial role in verifying human interactions on the internet, preventing automated bots from abusing online services. This dataset can be used to develop and evaluate algorithms for character recognition, optical character recognition (OCR), and machine learning models for CAPTCHA solving.
Potential Applications
- AI Research: Develop and benchmark state-of-the-art models for CAPTCHA image recognition.
- Data Augmentation: Enhance your existing datasets for OCR and character recognition tasks.
- Education: Use the dataset for teaching machine learning and computer vision concepts.
- Security: Explore vulnerabilities in CAPTCHA systems and develop countermeasures.
Citation
If you use this dataset in your research or project, please consider citing it using the following BibTeX entry:
@dataset{your_username/captcha-dataset,
author = {Your Name},
title = {CAPTCHA Image Dataset for Alphanumeric Recognition},
year = {Year},
publisher = {Kaggle},
version = {1.0},
url = {https://www.kaggle.com/khushipitroda/1-lac-captcha-dataset}
}
