Qinghe Zheng

Improvement of Generalization Ability of Deep CNN via Implicit Regularization in Two-Stage Training Process

Qinghe Zheng, Mingqiang Yang, Jiajie Yang et al. · IEEE Access · 2018 · 257 citations · Full text

Convolutional Neural Network, Anomaly Detection, Machine Learning +16

MR‐DCAE: Manifold regularization‐based deep convolutional autoencoder for unauthorized broadcasting identification

Qinghe Zheng, Penghui Zhao, Deliang Zhang et al. · International Journal of Intelligent Systems · 2021 · 206 citations

Sparse Representation, Image Analysis, Machine Learning +15

Spectrum interference-based two-level data augmentation method in deep learning for automatic modulation classification

Qinghe Zheng, Penghui Zhao, Yang Li et al. · Neural Computing and Applications · 2020 · 201 citations

Data Augmentation, Automatic Modulation Classification, Engineering +9

Fine-Grained Modulation Classification Using Multi-Scale Radio Transformer With Dual-Channel Representation

Qinghe Zheng, Penghui Zhao, Hongjun Wang et al. · IEEE Communications Letters · 2022 · 141 citations · Full text

Wireless Communications, Convolutional Neural Network, Modulation +17

A real-time constellation image classification method of wireless communication signals based on the lightweight network MobileViT

Qinghe Zheng, Sergio Saponara, Xinyu Tian et al. · Cognitive Neurodynamics · 2023 · 131 citations · Full text

Wireless Communications, Mobile Signal Processing, Engineering +8