EdYuTo / Captcha-training-Tensorflow

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Install

  • Ensure pip, setuptools, and wheel are up to date: python -m pip install --upgrade pip setuptools wheel

It is highly recommended that you use a python environment to install the libs.

If you want to use your gpu:

If you want to use your cpu:

  • Just run pip install -r requirements.txt

The Claptcha dataset (additional 256mb download)

Reference

Generated using the claptcha library found on: https://github.com/kuszaj/claptcha
The code to generate the dataset can be found on: https://github.com/EdYuTo/Captcha-training-AI/tree/master/dataset-generator (note that this code won't generate the dataset on the current folder hierachy)

Outuput of python trab01.py -p -d captcha -e 2

The Chars74K dataset (additional 128mb download)

Reference

The following paper gives further descriptions of this dataset and baseline evaluations using a bag-of-visual-words approach with several feature extraction methods and their combination using multiple kernel learning:

T. E. de Campos, B. R. Babu and M. Varma. Character recognition in natural images. In Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP), Lisbon, Portugal, February 2009 Bibtex | Abstract | PDF

Follow this link for a list publications that have cited the above paper and this link for papers that mention this dataset

Files downloaded from http://www.ee.surrey.ac.uk/CVSSP/demos/chars74k/ and reorganized in diffrent folders

Outuput of python trab01.py -p -d chars -e 10

Note that the "L_" represents lower case and is exclusive to Chars dataset

About


Languages

Language:Python 100.0%