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Stability and Generalization of Hypergraph Collaborative Networks 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 1, 页码: 184-196
作者:  Michael K. Ng;  Hanrui Wu;  Andy Yip
Adobe PDF(1211Kb)  |  收藏  |  浏览/下载：5/1  |  提交时间：2024/04/23
Hypergraphs, vertices, hyperedges, collaborative networks, graph convolutional neural networks (CNNs), stability, generalization guarantees  
Sharing Weights in Shallow Layers via Rotation Group Equivariant Convolutions 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 2, 页码: 115-126
作者:  Zhiqiang Chen;  Ting-Bing Xu;  Jinpeng Li;  Huiguang He
Adobe PDF(1272Kb)  |  收藏  |  浏览/下载：19/6  |  提交时间：2024/04/23
Convolutional neural networks (CNNs)  group equivariance  higher-degree weight sharing  parameter efficiency  
Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 982-995
作者:  Tao Wang;  Qiming Chen;  Xun Lang;  Lei Xie;  Peng Li;  Hongye Su
Adobe PDF(3095Kb)  |  收藏  |  浏览/下载：43/14  |  提交时间：2024/03/18
Convolutional neural networks (CNNs)  deep learning  image processing  oscillation detection  process industries  
BaMBNet: A Blur-Aware Multi-Branch Network for Dual-Pixel Defocus Deblurring 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 5, 页码: 878-892
作者:  Pengwei Liang;  Junjun Jiang;  Xianming Liu;  Jiayi Ma
Adobe PDF(12217Kb)  |  收藏  |  浏览/下载：150/18  |  提交时间：2022/04/24
Blur kernel  convolutional neural networks (CNNs)  defocus deblurring  dual-pixel (DP) data  meta-learning  
Scribble-Supervised Video Object Segmentation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 339-353
作者:  Peiliang Huang;  Junwei Han;  Nian Liu;  Jun Ren;  Dingwen Zhang
Adobe PDF(15349Kb)  |  收藏  |  浏览/下载：161/23  |  提交时间：2021/11/03
Convolutional neural networks (CNNs)  scribble  self-attention  video object segmentation  weakly supervised  
Automatic Detection of COVID-19 Infection Using Chest X-Ray Images Through Transfer Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 239-248
作者:  Elene Firmeza Ohata;  Gabriel Maia Bezerra;  João Victor Souza das Chagas;  Aloísio Vieira Lira Neto;  Adriano Bessa Albuquerque;  Victor Hugo C. de Albuquerque;  Pedro Pedrosa Rebouças Filho
Adobe PDF(9228Kb)  |  收藏  |  浏览/下载：118/25  |  提交时间：2021/04/09
Convolutional neural networks (CNNs)  COVID-19  transfer learning  X-ray  
Deep Learning and Time Series-to-Image Encoding for Financial Forecasting 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 3, 页码: 683-693
作者:  Silvio Barra;  Salvatore Mario Carta;  Andrea Corriga;  Alessandro Sebastian Podda;  Diego Reforgiato Recupero
浏览  |  Adobe PDF(6935Kb)  |  收藏  |  浏览/下载：186/51  |  提交时间：2021/03/11
Convolutional neural networks (CNNs)  ensemble of CNNs  financial forecasting  Gramian angular fields (GAF) imaging