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Joint Diagnostic Method of Tumor Tissue Based on Hyperspectral Spectral-Spatial Transfer Features 期刊论文
DIAGNOSTICS, 2023, 卷号: 13, 期号: 12
作者:  Du, Jian;  Tao, Chenglong;  Xue, Shuang;  Zhang, Zhoufeng
Adobe PDF(83446Kb)  |  收藏  |  浏览/下载：40/0  |  提交时间：2023/07/17
hyperspectral imaging  spectral-spatial transfer feature  deep learning  tumor tissue  joint diagnosis  
A Spatial-Spectral Joint Attention Network for Change Detection in Multispectral Imagery 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 14
作者:  Zhang, Wuxia;  Zhang, Qinyu;  Liu, Shuo;  Pan, Xiaoying;  Lu, Xiaoqiang
Adobe PDF(15917Kb)  |  收藏  |  浏览/下载：106/0  |  提交时间：2022/08/31
change detection  attention mechanism  spatial-spectral features  multispectral imagery  
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：122/0  |  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-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：175/2  |  提交时间：2022/01/25
Hyperspectral image classification  convolutional neural networks  spectral attention  spatial attention  
Hyperspectral image super-resolution with self-supervised spectral-spatial residual network 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 7
作者:  Chen, Wenjing;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(2974Kb)  |  收藏  |  浏览/下载：174/0  |  提交时间：2021/04/21
hyperspectral image super-resolution  data fusion  spectral-spatial residual network  multispectral image  self-supervised training  
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：162/1  |  提交时间：2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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：188/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Spectral-Spatial Attention Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3232-3245
作者:  Sun, Hao;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Wu, Siyuan
Adobe PDF(3278Kb)  |  收藏  |  浏览/下载：346/3  |  提交时间：2020/05/20
Attention  convolutional neural network (CNN)  hyperspectral image (HSI) classification  spectral–spatial feature extraction  
Open-category classification of hyperspectral images based on convolutional neural networks 会议论文
Proceedings of the 3rd International Conference on Computer Science and Application Engineering, CSAE 2019, Sanya, China, 2019-10-22
作者:  Huang, Tingting;  Wang, Shuang;  Zhang, Geng;  Wang, Xueji;  Liu, Song
Adobe PDF(696Kb)  |  收藏  |  浏览/下载：226/1  |  提交时间：2019/11/27
hyperspectral image  open-category classification  spectral-spatial information  convolutional network  
The spectral-spatial joint learning for change detection in multispectral imagery 期刊论文
Remote Sensing, 2019, 卷号: 11, 期号: 3
作者:  Zhang, Wuxia;  Lu, Xiaoqiang
Adobe PDF(13482Kb)  |  收藏  |  浏览/下载：171/1  |  提交时间：2019/03/26
multispectral imagery  spectral-spatial representation  Siamese CNN  feature fusion  discrimination learning  change detection