Tongzhi Niu

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 · 43 citations

Computing, Computer Science, Industrial Engineering +17

DefectGAN: Weakly-Supervised Defect Detection using Generative Adversarial Network

Shuanlong Niu, Hui Lin, Tongzhi Niu et al. · 2019 · 40 citations

Computing, Computer Science, Computer Vision +11

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 · 33 citations

Engineering, Aerospace Engineering, Computational Engineering +17

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 · 24 citations

Computing, Computer Engineering, Computer Science +16

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

Weifeng Li, Tongzhi Niu · Journal of Manufacturing Processes · 2023 · 24 citations

Computing, Computer Science, Computer Vision +13