Automatically designing CNN architectures using the genetic algorithm for image classification Y Sun, B Xue, M Zhang, GG Yen, J Lv IEEE transactions on cybernetics 50 (9), 3840-3854, 2020 | 767 | 2020 |
Evolving deep convolutional neural networks for image classification Y Sun, B Xue, M Zhang, GG Yen IEEE Transactions on Evolutionary Computation 24 (2), 394 - 407, 2020 | 670 | 2020 |
A survey on evolutionary neural architecture search Y Liu, Y Sun, B Xue, M Zhang, GG Yen, KC Tan IEEE transactions on neural networks and learning systems 34 (2), 550-570, 2021 | 441 | 2021 |
IGD indicator-based evolutionary algorithm for many-objective optimization problems Y Sun, GG Yen, Z Yi IEEE Transactions on Evolutionary Computation 23 (2), 173-187, 2019 | 425 | 2019 |
Completely Automated CNN Architecture Design Based on Blocks Y Sun, B Xue, M Zhang, GG Yen IEEE transactions on neural networks and learning systems 31 (4), 1242-1254, 2019 | 287 | 2019 |
Surrogate-assisted evolutionary deep learning using an end-to-end random forest-based performance predictor Y Sun, H Wang, B Xue, Y Jin, GG Yen, M Zhang IEEE Transactions on Evolutionary Computation 24 (2), 350 - 364, 2019 | 245 | 2019 |
Evolving deep convolutional neural networks by variable-length particle swarm optimization for image classification B Wang, Y Sun, B Xue, M Zhang 2018 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2018 | 232 | 2018 |
A survey on evolutionary machine learning H Al-Sahaf, Y Bi, Q Chen, A Lensen, Y Mei, Y Sun, B Tran, B Xue, ... Journal of the Royal Society of New Zealand 49 (2), 205-228, 2019 | 216 | 2019 |
A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification Y Sun, B Xue, M Zhang, GG Yen IEEE Transactions on Neural Networks and Learning Systems, 2018 | 166 | 2018 |
Evolving unsupervised deep neural networks for learning meaningful representations Y Sun, GG Yen, Z Yi IEEE Transactions on Evolutionary Computation 23 (1), 89-103, 2018 | 152 | 2018 |
A new two-stage evolutionary algorithm for many-objective optimization Y Sun, B Xue, M Zhang, GG Yen IEEE Transactions on Evolutionary Computation 23 (5), 748-761, 2018 | 107 | 2018 |
A hybrid differential evolution approach to designing deep convolutional neural networks for image classification B Wang, Y Sun, B Xue, M Zhang AI 2018: Advances in Artificial Intelligence: 31st Australasian Joint …, 2018 | 90 | 2018 |
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification B Wang, Y Sun, B Xue, M Zhang GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference …, 2019 | 73 | 2019 |
An experimental study on hyper-parameter optimization for stacked auto-encoders Y Sun, B Xue, M Zhang, GG Yen 2018 IEEE congress on evolutionary computation (CEC), 1-8, 2018 | 52 | 2018 |
A hybrid GA-PSO method for evolving architecture and short connections of deep convolutional neural networks B Wang, Y Sun, B Xue, M Zhang PRICAI 2019: Trends in Artificial Intelligence: 16th Pacific Rim …, 2019 | 46 | 2019 |
A novel training protocol for performance predictors of evolutionary neural architecture search algorithms Y Sun, X Sun, Y Fang, GG Yen, Y Liu IEEE Transactions on Evolutionary Computation 25 (3), 524-536, 2021 | 42 | 2021 |
Improved Regularity Model-based EDA for Many-objective Optimization Y Sun, GG Yen, Z Yi IEEE Transactions on Evolutionary Computation, 2018 | 40 | 2018 |
Evolving deep convolutional variational autoencoders for image classification X Chen, Y Sun, M Zhang, D Peng IEEE Transactions on Evolutionary Computation 25 (5), 815-829, 2020 | 39 | 2020 |
A graph-based encoding for evolutionary convolutional neural network architecture design W Irwin-Harris, Y Sun, B Xue, M Zhang 2019 IEEE Congress on Evolutionary Computation (CEC), 546-553, 2019 | 29 | 2019 |
Homogeneous architecture augmentation for neural predictor Y Liu, Y Tang, Y Sun Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 26 | 2021 |