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Dual Teacher: A Semisupervised Cotraining Framework for Cross-Domain Ship Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 卷号: 61
作者:  Zheng, Xiangtao;  Cui, Haowen;  Xu, Chujie;  Lu, Xiaoqiang
Adobe PDF(4542Kb)  |  收藏  |  浏览/下载:30/0  |  提交时间:2023/08/18
Index Terms- Cross-domain object detection  dual-teacher framework  semisupervised object detection  ship detection  teacher-student model  
A New Method for Direct Measurement of Polarization Characteristics of Water-Leaving Radiation 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Liu, Jia;  Jia, Xinyin;  He, Xianqiang;  Wang, Yihao;  Zhu, Qiankun;  Li, Haiwei;  Zou, Chunbo;  Chen, Tieqiao;  Feng, Xiangpeng;  Zhang, Geng;  Li, Siyuan;  Hu, Bingliang;  Pan, Delu
Adobe PDF(17899Kb)  |  收藏  |  浏览/下载:124/4  |  提交时间:2022/03/25
Field instrument  polarization  polarization-based algorithm  radiative transfer (RT) simulations  water-leaving radiance  
Hyperspectral Unmixing Using Nonlocal Similarity-Regularized Low-Rank Tensor Factorization 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Yuan, Yuan;  Dong, Le;  Li, Xuelong
Adobe PDF(5662Kb)  |  收藏  |  浏览/下载:191/0  |  提交时间:2022/01/18
Tensors  TV  Hyperspectral imaging  Data models  Task analysis  Optimization  Data mining  Hyperspectral unmixing  low tensor rank  nonlocal similarity  nonnegative tensor factorization (NTF)  
Spectral Super-Resolution of Multispectral Images Using Spatial-Spectral Residual Attention Network 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
作者:  Zheng, Xiangtao;  Chen, Wenjing;  Lu, Xiaoqiang
Adobe PDF(9047Kb)  |  收藏  |  浏览/下载:94/0  |  提交时间:2022/01/18
Feature extraction  Image reconstruction  Task analysis  Hyperspectral imaging  Dictionaries  Superresolution  Convolution  Attention  convolutional neural networks  hyperspectral image (HSI)  multispectral image (MSI)  spatial-spectral features  spectral super-resolution  
A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Dong, Le;  Lu, Xiaoqiang;  Liu, Ganchao;  Yuan, Yuan
Adobe PDF(9737Kb)  |  收藏  |  浏览/下载:112/0  |  提交时间:2022/01/18
Image reconstruction  Hyperspectral imaging  Noise measurement  Gaussian noise  Interference  Stability analysis  Sensors  Hyperspectral unmixing (HU)  image reconstruction  nonnegative matrix factorization (NMF)  spatial-spectral information  
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:120/1  |  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  
SpectralSpatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载:164/0  |  提交时间:2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Attribute-Cooperated Convolutional Neural Network for Remote Sensing Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 12, 页码: 8358-8371
作者:  Zhang, Yuanlin;  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(5153Kb)  |  收藏  |  浏览/下载:153/0  |  提交时间:2020/12/21
Feature extraction  Task analysis  Convolutional neural networks  Remote sensing  Visualization  Semantics  Manuals  Attribute learning  convolutional neural networks (CNNs)  relationship learning  remote sensing image (RSI) classification  
Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 12, 页码: 8246-8257
作者:  Mou, Lichao;  Lu, Xiaoqiang;  Li, Xuelong;  Zhu, Xiao Xiang
Adobe PDF(10395Kb)  |  收藏  |  浏览/下载:220/0  |  提交时间:2020/12/21
Hyperspectral imaging  Convolution  Task analysis  Recurrent neural networks  Semisupervised learning  Support vector machines  Graph convolutional network (GCN)  hyperspectral image classification  nonlocal graph  semisupervised learning  
Deep Cross-Modal ImageVoice Retrieval in Remote Sensing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 10, 页码: 7049-7061
作者:  Chen, Yaxiong;  Lu, Xiaoqiang;  Wang, Shuai
Adobe PDF(3711Kb)  |  收藏  |  浏览/下载:154/1  |  提交时间:2020/10/30
Remote sensing  Convolution  Quantization (signal)  Image retrieval  Deep learning  Convolutional codes  Hamming distance  Cross-modal remote sensing image-voice retrieval  deep features' similarity  deep hash codes  quantization error  
Gated and Axis-Concentrated Localization Network for Remote Sensing Object Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 1, 页码: 179-192
作者:  Lu, Xiaoqiang;  Zhang, Yuanlin;  Yuan, Yuan;  Feng, Yachuang
Adobe PDF(6944Kb)  |  收藏  |  浏览/下载:227/1  |  提交时间:2020/04/14
Object detection  Feature extraction  Remote sensing  Deep learning  Detectors  Logic gates  Semantics  Deep learning  gated axis-concentrated localization network (GACL Net)  localization  remote sensing  small object detection  
Remote Sensing Scene Classification by Gated Bidirectional Network 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 1, 页码: 82-96
作者:  Sun, Hao;  Li, Siyuan;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(5526Kb)  |  收藏  |  浏览/下载:206/2  |  提交时间:2020/04/14
Feature extraction  Nonhomogeneous media  Logic gates  Aggregates  Encoding  Interference  Task analysis  Feature aggregation  remote sensing (RS) image  scene classification  
A Feature Aggregation Convolutional Neural Network for Remote Sensing Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 10, 页码: 7894-7906
作者:  Lu, Xiaoqiang;  Sun, Hao;  Zheng, Xiangtao
Adobe PDF(6634Kb)  |  收藏  |  浏览/下载:226/5  |  提交时间:2019/11/01
Feature aggregation  remote sensing image  scene classification  
Robust Space-Frequency Joint Representation for Remote Sensing Image Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 10, 页码: 7492-7502
作者:  Fang, Jie;  Yuan, Yuan;  Lu, Xiaoqiang;  Feng, Yachuang
Adobe PDF(5771Kb)  |  收藏  |  浏览/下载:214/1  |  提交时间:2019/11/01
Frequency domain  joint representation  remote sensing image classification  robust  space domain  
Hierarchical and Robust Convolutional Neural Network for Very High-Resolution Remote Sensing Object Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 8, 页码: 5535-5548
作者:  Zhang, Yuanlin;  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
Adobe PDF(11192Kb)  |  收藏  |  浏览/下载:343/3  |  提交时间:2019/08/13
Convolutional neural networks (CNNs)  hierarchical robust CNN (HRCNN)  hierarchical spatial semantic (HSS)  object detection  remote sensing images (RSIs)  rotation and scaling robust enhancement (RSRE)  
Remote Sensing Image Scene Classification Using Rearranged Local Features 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 3, 页码: 1779–1792
作者:  Yuan, Yuan;  Fang, Jie;  Lu, Xiaoqiang;  Feng, Yachuang
Adobe PDF(7201Kb)  |  收藏  |  浏览/下载:228/1  |  提交时间:2019/04/09
Feature fusion  rearranged local features  remote sensing image  representation scene classification  
Locality and Structure Regularized Low Rank Representation for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 2, 页码: 911-923
作者:  Wang, Qi;  He, Xiang;  Li, Xuelong
Adobe PDF(2021Kb)  |  收藏  |  浏览/下载:208/0  |  提交时间:2019/03/14
Block-diagonal structure  hyperspectral image (HSI) classification  low-rank representation (LRR)  
GETNET: A General End-to-End 2-D CNN Framework for Hyperspectral Image Change Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 1, 页码: 3-13
作者:  Wang, Qi;  Yuan, Zhenghang;  Du, Qian;  Li, Xuelong
Adobe PDF(3597Kb)  |  收藏  |  浏览/下载:418/0  |  提交时间:2019/03/14
2-D convolutional neural network (CNN)  change detection (CD)  deep learning  hyperspectral image (HSI)  mixed-affinity matrix  spectral unmixing  
Optimal Clustering Framework for Hyperspectral Band Selection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 10, 页码: 5910-5922
作者:  Wang, Qi;  Zhang, Fahong;  Li, Xuelong
Adobe PDF(2829Kb)  |  收藏  |  浏览/下载:274/1  |  提交时间:2018/11/05
Dynamic Programming (Dp)  Hyperspectral Band Selection  Normalized Cut (Nc)  Spectral Clustering (Sc)  
A Coarse-to-Fine Semi-Supervised Change Detection for Multispectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 6, 页码: 3587-3599
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Opt Imagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3641Kb)  |  收藏  |  浏览/下载:236/1  |  提交时间:2018/06/28
Change Detection  Keep It Simple And Straight-forward (Kiss) Metric Learning  Multiscale Feature  Multispectral Imagery  Semi-supervised Learning