Tongzhi Niu

DefectGAN: Weakly-Supervised Defect Detection using Generative Adversarial Network

Shuanlong Niu, Hui Lin, Tongzhi Niu et al. · 2019 · 39 citations

Convolutional Neural Network, Multiple Instance Learning, Engineering +16

Positive-Sample-Based Surface Defect Detection Using Memory-Augmented Adversarial Autoencoders

Tongzhi Niu, Bin Li, Weifeng Li et al. · IEEE/ASME Transactions on Mechatronics · 2021 · 38 citations

Engineering, Machine Learning, Autoencoders +16

Aerodynamic optimization of high-lift devices using a 2D-to-3D optimization method based on deep reinforcement learning and transfer learning

Jiahua Dai, Peiqing Liu, Qiulin Qu et al. · Aerospace Science and Technology · 2022 · 28 citations

Engineering, Deep Reinforcement Learning, Aerospace Engineering +7

LSA-Net: Location and shape attention network for automatic surface defect segmentation

Weifeng Li, Bin Li, Shuanlong Niu et al. · Journal of Manufacturing Processes · 2023 · 24 citations

Geometric Modeling, Shape Attention Network, Image Analysis +11

A novel deep learning motivated data augmentation system based on defect segmentation requirements

Shuanlong Niu, Yaru Peng, Bin Li et al. · Journal of Intelligent Manufacturing · 2023 · 22 citations

Data Augmentation, Convolutional Neural Network, Engineering +11