no code implementations • 13 May 2024 • Fengchuang Xing, Xiaowen Shi, Yuan-Gen Wang, Chunsheng Yang
We first collect an FRR dataset, named deepFRR, which contains 50, 000 StyleGAN-generated high-resolution (1024*1024) facial images and their corresponding retouched ones by a commercial online API.
no code implementations • 31 Dec 2023 • Rahatara Ferdousi, Chunsheng Yang, M. Anwar Hossain, Fedwa Laamarti, M. Shamim Hossain, Abdulmotaleb El Saddik
This research offers a promising solution to the data scarcity challenge in rail defect detection, showcasing the potential for robust ICS development in this domain.
no code implementations • 24 Nov 2023 • Rahatara Ferdousi, Fedwa Laamarti, Chunsheng Yang, Abdulmotaleb El Saddik
By combining ensemble learning with transfer learning models (VGG-19, MobileNetV3, and ResNet-50), we improved the classification accuracy and achieved consistent performance at a certain phase of training.
no code implementations • 12 Nov 2023 • Shouhua Zhang, Jiehan Zhou, Xue Ma, Chenglin Wen, Susanna Pirttikangas, Chen Yu, Weishan Zhang, Chunsheng Yang
Traditional fault diagnosis methods using Convolutional Neural Networks (CNNs) face limitations in capturing temporal features (i. e., the variation of vibration signals over time).