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Optimal superpixel selection for hyperspectral image classification of limited training samples 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2021, 卷号: 42, 期号: 23, 页码: 9059-9075
作者:  Wang, Wenning;  Liu, Xuebin;  Mou, Xuanqin
Adobe PDF(8828Kb)  |  收藏  |  浏览/下载:117/0  |  提交时间:2021/11/12
Deep Category-Level and Regularized Hashing With Global Semantic Similarity Learning 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 12, 页码: 6240-6252
作者:  Chen, Yaxiong;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载:128/0  |  提交时间:2022/01/26
Semantics  Binary codes  Image retrieval  Force  Machine learning  Cybernetics  Benchmark testing  Category-level semantics  deep feature similarity  deep hashing  image retrieval  
基于深度学习的空谱联合高光谱图像分类技术研究 学位论文
, 北京: 中国科学院大学, 2021
作者:  杨赵
Adobe PDF(2597Kb)  |  收藏  |  浏览/下载:125/0  |  提交时间:2021/06/22
空谱联合特征提取  高光谱图像分类  混合卷积神经网络  残差网络  注意力机制  
Spectral-Spatial 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:155/1  |  提交时间:2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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:180/0  |  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  
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:165/0  |  提交时间:2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Target classification algorithms based on multispectral imaging: A review 会议论文
2021 6th International Conference on Multimedia and Image Processing, ICMIP 2021, Zhuhai, China, 2021-01-08
作者:  Zeng, Zimu;  Wang, Weifeng;  Zhang, Wenbo
Adobe PDF(964Kb)  |  收藏  |  浏览/下载:111/0  |  提交时间:2021/07/06
Multispectral  Dimension reduction  Image classification  Deep neutral network  
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:207/0  |  提交时间:2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing