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Remote Sensing Scene Classification by Local-Global Mutual Learning 期刊论文
IEEE Geoscience and Remote Sensing Letters, 2022, 卷号: 9
作者:  Chen, Xiumei;  Zheng, Xiangtao;  Zhang, Yue;  Lu, Xiaoqiang
Adobe PDF(3345Kb)  |  收藏  |  浏览/下载：275/0  |  提交时间：2022/03/09
Deep learning  multi-branch network  mutual learning  remote sensing scene classification (RSSC)  
Pairwise Comparison Network for Remote Sensing Scene Classification 期刊论文
IEEE Geoscience and Remote Sensing Letters, 2022, 卷号: 19
作者:  Zhang, Yue;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(939Kb)  |  收藏  |  浏览/下载：138/1  |  提交时间：2022/02/07
Convolutional neural networks (CNNs)  multibranch methods  remote-sensing scene classification  
Cross-Attention Spectral-Spatial Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2022, 卷号: 60
作者:  Yang, Kai;  Sun, Hao;  Zou, Chunbo;  Lu, Xiaoqiang
Adobe PDF(3919Kb)  |  收藏  |  浏览/下载：181/2  |  提交时间：2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
Rotation-Invariant Attention Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2022, 卷号: 31, 页码: 4251-4265
作者:  Zheng, Xiangtao;  Sun, Hao;  Lu, Xiaoqiang;  Xie, Wei
Adobe PDF(3409Kb)  |  收藏  |  浏览/下载：162/0  |  提交时间：2022/07/21
Hyperspectral image classification  convolutional neural network  rotation-invariant network  spectralspatial feature extraction  attention mechanism  
Meta Self-Supervised Learning for Distribution Shifted Few-Shot Scene Classification 期刊论文
IEEE Geoscience and Remote Sensing Letters, 2022, 卷号: 19
作者:  Gong, Tengfei;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(953Kb)  |  收藏  |  浏览/下载：106/0  |  提交时间：2022/06/08
Domain shift  few-shot learning  scene classification  self-supervised learning  
Cross-Domain Scene Classification by Integrating Multiple Incomplete Sources 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 12, 页码: 10035-10046
作者:  Gong, Tengfei;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4091Kb)  |  收藏  |  浏览/下载：133/1  |  提交时间：2021/12/10
Feature extraction  Optics  Distributed databases  Adversarial machine learning  Technological innovation  Sensors  Remote sensing  Cross-domain scene classification  incomplete source  multisource domain adaptation  unknown categories  
Adaptive multiscale feature for object detection 期刊论文
Neurocomputing, 2021, 卷号: 449, 页码: 146-158
作者:  Yu, Xiaoyong;  Wu, Siyuan;  Lu, Xiaoqiang;  Gao, Guilong
Adobe PDF(2297Kb)  |  收藏  |  浏览/下载：195/1  |  提交时间：2021/05/08
Object detection  Classification network  Backbone network  Multiscale feature  Feature fusion  Adaptation  Anchor  Anchor-free  
Generative Adversarial Capsule Network With ConvLSTM for Hyperspectral Image Classification 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 卷号: 18, 期号: 3, 页码: 523-527
作者:  Wang, Wei-Ye;  Li, Heng-Chao;  Deng, Yang-Jun;  Shao, Li-Yang;  Lu, Xiao-Qiang;  Du, Qian
Adobe PDF(3457Kb)  |  收藏  |  浏览/下载：195/0  |  提交时间：2021/04/08
Capsule network (CapsNet)  convolutional neural network (CNN)  data augmentation  deep learning  generative adversarial network (GAN)  hyperspectral image (HSI) classification  
A Supervised Segmentation Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2021, 卷号: 30, 页码: 2810-2825
作者:  Sun, Hao;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4384Kb)  |  收藏  |  浏览/下载：213/1  |  提交时间：2021/03/24
Hyperspectral imaging  Feature extraction  Training  Task analysis  Imaging  Image segmentation  Testing  Hyperspectral image (HSI) classification  fully convolutional segmentation network (FCSN)  generalization  
Multisource Remote Sensing Data Classification With Graph Fusion Network 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021
作者:  Du, Xingqian;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Doudkin, Alexander A.
Adobe PDF(3121Kb)  |  收藏  |  浏览/下载：223/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing