COGP

An Evolutionary Deep Learning Approach Using Genetic Programming with Convolution Operators for Image Classification

This is the code for the paper:

Y. Bi, B. Xue and M. Zhang, "An Evolutionary Deep Learning Approach Using Genetic Programming with Convolution Operators for Image Classification," 2019 IEEE Congress on Evolutionary Computation (CEC), Wellington, New Zealand, 2019, pp. 3197-3204. doi: 10.1109/CEC.2019.8790151

If you uses the code, please cite the paper:

@inproceedings{bi2019evolutionary,
title={An Evolutionary Deep Learning Approach Using Genetic Programming with Convolution Operators for Image  Classification},
author={Bi, Ying and Xue, Bing and Zhang, Mengjie},
booktitle={2019 IEEE Congress on Evolutionary Computation (CEC)},
pages={3197--3204},
year={2019},
organization={IEEE}
}

Packages:

DEAP
Numpy
Scikit-Learn
Pillow (PIL)
Scikit-Image

Run

Python3 COGP_main.py
Python3 -m scoop COGP_main.py (use scoop to speed up)