Xinyu Tian

A Full Stage Data Augmentation Method in Deep Convolutional Neural Network for Natural Image Classification

Qinghe Zheng, Mingqiang Yang, Xinyu Tian et al. · Discrete Dynamics in Nature and Society · 2020 · 164 citations · Full text

Data Augmentation, Deep Neural Networks, Machine Vision +15

MobileRaT: A Lightweight Radio Transformer Method for Automatic Modulation Classification in Drone Communication Systems

Qinghe Zheng, Xinyu Tian, Zhiguo Yu et al. · Drones · 2023 · 131 citations · Full text

Wireless Communications, Automatic Modulation Classification, Amc Accuracy +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

Stretchable ultrasonic arrays for the three-dimensional mapping of the modulus of deep tissue

Hongjie Hu, Yuxiang Ma, Xiaoxiang Gao et al. · Nature Biomedical Engineering · 2023 · 117 citations · Full text

Medical Ultrasound, Engineering, Mechanical Engineering +22

PAC-Bayesian framework based drop-path method for 2D discriminative convolutional network pruning

Qinghe Zheng, Xinyu Tian, Mingqiang Yang et al. · Multidimensional Systems and Signal Processing · 2019 · 103 citations

Convolutional Neural Network, Image Classification, Image Analysis +12