J. Huang, B. Xue, Y. Sun, M. Zhang, and G. G. Yen, “Lightmix: Multi-objective search for lightweight mixed-scale convolutional neural networks,” IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 10, no. 2, pp. 1654–1668, 2026. DOI: 10.1109/TETCI.2025.3572041.
Specify the hyperparameters for multi-objective evolutionary search and the target dataset in global.ini.
python main.py --gpu 0Specify the hyperparameters for training in main.py and the target script name under ./scripts after architecture search.
python main.py --test --gpu 0 --script_name 'indi-1_00'If you use this code in your research, please cite the following paper:
@ARTICLE{LightMix,
author={Huang, Junhao and Xue, Bing and Sun, Yanan and Zhang, Mengjie and Yen, Gary G.},
journal={IEEE Transactions on Emerging Topics in Computational Intelligence},
title={LightMix: Multi-Objective Search for Lightweight Mixed-Scale Convolutional Neural Networks},
year={2026},
volume={10},
number={2},
pages={1654-1668},
doi={10.1109/TETCI.2025.3572041}}