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Learning transferable cross-modality representations for few-shot hyperspectral and LiDAR collaborative classification
期刊论文
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2024, 卷号: 126, 页码: 11
作者:
Dai, Mofan
;
Xing, Shuai
;
Xu, Qing
;
Wang, Hanyun
;
Li, Pengcheng
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/02/26
Multimodal remote sensing data
Meta-learning
Few-shot learning
Cross-modality feature learning
Circle-Net: An Unsupervised Lightweight-Attention Cyclic Network for Hyperspectral and Multispectral Image Fusion
期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 卷号: 16, 页码: 4499-4515
作者:
Liu, Shuaiqi
;
Miao, Siyu
;
Liu, Siyuan
;
Li, Bing
;
Hu, Weiming
收藏
  |  
浏览/下载:3/0
  |  
提交时间:2023/11/17
Attention mechanism
deep learning (DL)
hyperspectral images (HSIs)
image fusion
multispectral images (MSIs)
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
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  |  
浏览/下载:37/0
  |  
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
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
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  |  
浏览/下载:15/0
  |  
提交时间:2021/11/12
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
收藏
  |  
浏览/下载:46/0
  |  
提交时间:2021/04/21
hyperspectral image super-resolution
data fusion
spectral-spatial residual network
multispectral image
self-supervised training
Hyperspectral Image Classification Using a Hybrid 3D-2D Convolutional Neural Networks
期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 7570-7588
作者:
Ghaderizadeh, Saeed
;
Abbasi-Moghadam, Dariush
;
Sharifi, Alireza
;
Zhao, Na
;
Tariq, Aqil
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  |  
浏览/下载:19/0
  |  
提交时间:2021/11/05
Feature extraction
Three-dimensional displays
Convolution
Solid modeling
Hyperspectral imaging
Kernel
Convolutional neural networks
Convolutional neural network (CNN)
deep learning
hyperspectral image (HSI) classification
spectral-spatial features
UMAG-Net: A New Unsupervised Multiattention-Guided Network for Hyperspectral and Multispectral Image Fusion
期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 7373-7385
作者:
Liu, Shuaiqi
;
Miao, Siyu
;
Su, Jian
;
Li, Bing
;
Hu, Weiming
收藏
  |  
浏览/下载:88/0
  |  
提交时间:2021/11/02
Tensors
Image fusion
Hyperspectral imaging
Spatial resolution
Feature extraction
Image reconstruction
Dictionaries
Deep learning
hyperspectral images (HSIs)
image fusion
multispectral images (MSIs)
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.
收藏
  |  
浏览/下载:60/0
  |  
提交时间:2021/02/08
Classification
deep learning
hyperspectral image (HSI)
light detection and ranging (LiDAR)
remote sensing
SpectralSpatial Fractal Residual Convolutional Neural Network With Data Balance Augmentation for Hyperspectral Classification
期刊论文
Ieee Transactions on Geoscience and Remote Sensing, 2021, 卷号: 59, 期号: 12, 页码: 10473-10487
作者:
X. Zhang
;
Y. C. Wang
;
N. Zhang
;
D. D. Xu
;
H. Y. Luo
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2022/06/13
Dimensionality reduction based on parallel factor analysis model and independent component analysis method
期刊论文
JOURNAL OF APPLIED REMOTE SENSING, 2019, 卷号: 13, 期号: 1
作者:
Yan, Ronghua
;
Peng, Jinye
;
Ma, Dongmei
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  |  
浏览/下载:50/0
  |  
提交时间:2019/04/29
dimensionality reduction
tensor processing
hyperspectral image
parallel factor analysis
independent component analysis
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