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| MAUN: Memory-Augmented Deep Unfolding Network for Hyperspectral Image Reconstruction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 5, 页码: 1139-1150
作者: Qian Hu; Jiayi Ma; Yuan Gao ; Junjun Jiang; Yixuan Yuan
 Adobe PDF(10937Kb) |  收藏 | 浏览/下载：20/2 | 提交时间：2024/04/10
Compressive imaging deep unfolding network hyperspectral image |
| A Weakly-Supervised Crowd Density Estimation Method Based on Two-Stage Linear Feature Calibration 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 965-981
作者: Yong-Chao Li; Rui-Sheng Jia; Ying-Xiang Hu; Hong-Mei Sun
Adobe PDF(10448Kb) | 收藏 | 浏览/下载：29/11 | 提交时间：2024/03/18
Crowd density estimation linear feature calibration vision transformer weakly-supervision learning |
| A Novel Tensor Decomposition-Based Efficient Detector for Low-Altitude Aerial Objects With Knowledge Distillation Scheme 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 2, 页码: 487-501
作者: Nianyin Zeng; Xinyu Li; Peishu Wu; Han Li; Xin Luo
 Adobe PDF(12478Kb) | 收藏 | 浏览/下载：62/16 | 提交时间：2024/01/23
Attention mechanism knowledge distillation (KD) object detection tensor decomposition (TD) unmanned aerial vehicles (UAVs) |
| Reinforcement Learning in Process Industries: Review and Perspective 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 2, 页码: 283-300
作者: Oguzhan Dogru; Junyao Xie; Om Prakash; Ranjith Chiplunkar; Jansen Soesanto; Hongtian Chen; Kirubakaran Velswamy; Fadi Ibrahim; Biao Huang
Adobe PDF(1275Kb) | 收藏 | 浏览/下载：41/13 | 提交时间：2024/01/23
Process control process systems engineering reinforcement learning |
| Magnetic Field-Based Reward Shaping for Goal-Conditioned Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2233-2247
作者: Hongyu Ding; Yuanze Tang; Qing Wu; Bo Wang; Chunlin Chen; Zhi Wang
Adobe PDF(5205Kb) | 收藏 | 浏览/下载：97/32 | 提交时间：2023/10/31
Dynamic environments goal-conditioned reinforcement learning magnetic field reward shaping |
| Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2136-2153
作者: Baoshun Shi; Kexun Liu
Adobe PDF(16304Kb) | 收藏 | 浏览/下载：81/38 | 提交时间：2023/09/22
Bounded denoiser compressed sensing magnetic resonance imaging (CSMRI) dual frames plug-and-play priors regularization |
| GraphCA: Learning From Graph Counterfactual Augmentation for Knowledge Tracing 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2108-2123
作者: Xinhua Wang; Shasha Zhao; Lei Guo; Lei Zhu; Chaoran Cui; Liancheng Xu
Adobe PDF(1627Kb) | 收藏 | 浏览/下载：87/38 | 提交时间：2023/09/22
Contrastive learning counterfactual representation graph neural network knowledge tracing |
| How Generative Adversarial Networks Promote the Development of Intelligent Transportation Systems: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1781-1796
作者: Hongyi Lin; Yang Liu; Shen Li; Xiaobo Qu
Adobe PDF(1497Kb) | 收藏 | 浏览/下载：133/84 | 提交时间：2023/08/10
Autonomous driving generative adversarial network (GAN) intelligent transportation system (ITS) traffic anomaly inspection traffic flow |
| Hyperspectral Image Super-Resolution Meets Deep Learning: A Survey and Perspective 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1668-1691
作者: Xinya Wang; Qian Hu; Yingsong Cheng; Jiayi Ma
Adobe PDF(22541Kb) | 收藏 | 浏览/下载：82/19 | 提交时间：2023/07/20
Deep learning hyperspectral image image fusion image super-resolution survey |
| Augmented Industrial Data-Driven Modeling Under the Curse of Dimensionality 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1445-1461
作者: Xiaoyu Jiang; Xiangyin Kong; Zhiqiang Ge
Adobe PDF(25936Kb) | 收藏 | 浏览/下载：117/39 | 提交时间：2023/05/29
Curse of dimensionality data augmentation data-driven modeling industrial processes machine learning |
