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| 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：45/13 | 提交时间：2024/01/23
Attention mechanism knowledge distillation (KD) object detection tensor decomposition (TD) unmanned aerial vehicles (UAVs) |
| Dual-Prior Integrated Image Reconstruction for Quanta Image Sensors Using Multi-Agent Consensus Equilibrium 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1407-1420
作者: Dan Zhang ; Qiusheng Lian; Yueming Su; Tengfei Ren
Adobe PDF(35567Kb) | 收藏 | 浏览/下载：64/18 | 提交时间：2023/05/29
Dual prior image reconstruction multi-agent consensus equilibrium (MACE) quanta image sensors (QIS) |
| Squeezing More Past Knowledge for Online Class-Incremental Continual Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 722-736
作者: Da Yu; Mingyi Zhang; Mantian Li; Fusheng Zha; Junge Zhang; Lining Sun; Kaiqi Huang
Adobe PDF(7599Kb) | 收藏 | 浏览/下载：222/92 | 提交时间：2023/03/02
Catastrophic forgetting class-incremental learning continual learning (CL) experience replay |
| Adaptive Graph Embedding With Consistency and Specificity for Domain Adaptation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2094-2107
作者: Shaohua Teng; Zefeng Zheng; Naiqi Wu; Luyao Teng; Wei Zhang
Adobe PDF(1786Kb) | 收藏 | 浏览/下载：105/46 | 提交时间：2023/09/22
Adaptive adjustment consistency and specificity domain adaptation graph embedding geometrical and semantic metrics |
| A Survey on Negative Transfer 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 305-329
作者: Wen Zhang; Lingfei Deng; Lei Zhang; Dongrui Wu
Adobe PDF(2739Kb) | 收藏 | 浏览/下载：218/95 | 提交时间：2023/01/16
Domain adaptation domain similarity negative transfer positive transfer transfer learning |
| Geometry Flow-Based Deep Riemannian Metric Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1882-1892
作者: Yangyang Li; Chaoqun Fei; Chuanqing Wang; Hongming Shan; Ruqian Lu
Adobe PDF(1815Kb) | 收藏 | 浏览/下载：97/35 | 提交时间：2023/08/10
Curvature regularization deep metric learning (DML) embedding learning geometry flow riemannian metric |
| Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者: Sibo Cheng; César Quilodrán-Casas; Said Ouala; Alban Farchi; Che Liu; Pierre Tandeo; Ronan Fablet; Didier Lucor; Bertrand Iooss; Julien Brajard; Dunhui Xiao; Tijana Janjic; Weiping Ding; Yike Guo; Alberto Carrassi; Marc Bocquet; Rossella Arcucci
Adobe PDF(17725Kb) | 收藏 | 浏览/下载：83/28 | 提交时间：2023/05/29
Data assimilation (DA) deep learning machine learning (ML) reduced-order-modelling uncertainty quantification (UQ) |
| 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：72/18 | 提交时间：2023/07/20
Deep learning hyperspectral image image fusion image super-resolution survey |
| Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2154-2167
作者: Haonan Huang; Guoxu Zhou; Naiyao Liang; Qibin Zhao; Shengli Xie
Adobe PDF(3206Kb) | 收藏 | 浏览/下载：99/36 | 提交时间：2023/09/22
Deep matrix factorization (DMF) diversity hypergraph regularization multi-view data representation (MDR) |
| Parallel Learning: Overview and Perspective for Computational Learning Across Syn2Real and Sim2Real 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 603-631
作者: Qinghai Miao; Yisheng Lv; Min Huang; Xiao Wang; Fei-Yue Wang
Adobe PDF(11937Kb) | 收藏 | 浏览/下载：777/144 | 提交时间：2023/03/02
Machine learning parallel learning parallel systems sim-to-real syn-to-real virtual-to-real |
