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1

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Zhu, Xiao Xiang, Tuia, Devis, Mou, Lichao, Xia, Gui-Song, Zhang, Liangpei, Xu, Feng, Fraundorfer, Friedrich

Journal:

IEEE Geoscience and Remote Sensing Magazine

Année:

2017

Langue:

english

Fichier:

PDF, 6.11 MB

english, 2017

2

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

Zhang, Liangpei, Zhang, Lefei, Du, Bo

Journal:

IEEE Geoscience and Remote Sensing Magazine

Année:

2016

Langue:

english

Fichier:

PDF, 3.53 MB

english, 2016

3

Deep learning in environmental remote sensing: Achievements and challenges

Yuan, Qiangqiang, Shen, Huanfeng, Li, Tongwen, Li, Zhiwei, Li, Shuwen, Jiang, Yun, Xu, Hongzhang, Tan, Weiwei, Yang, Qianqian, Wang, Jiwen, Gao, Jianhao, Zhang, Liangpei

Journal:

Remote Sensing of Environment

Année:

2020

Langue:

english

Fichier:

PDF, 4.05 MB

english, 2020

4

Image super-resolution: The techniques, applications, and future

Yue, Linwei, Shen, Huanfeng, Li, Jie, Yuan, Qiangqiang, Zhang, Hongyan, Zhang, Liangpei

Journal:

Signal Processing

Année:

2016

Langue:

english

Fichier:

PDF, 1.51 MB

english, 2016

5

Deep Learning for Remote Sensing Image Understanding

Zhang, Liangpei, Xia, Gui-Song, Wu, Tianfu, Lin, Liang, Tai, Xue Cheng

Journal:

Journal of Sensors

Année:

2016

Langue:

english

Fichier:

PDF, 1.17 MB

english, 2016

6

Thick cloud and cloud shadow removal in multitemporal imagery using progressively spatio-temporal patch group deep learning

Zhang, Qiang, Yuan, Qiangqiang, Li, Jie, Li, Zhiwei, Shen, Huanfeng, Zhang, Liangpei

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Année:

2020

Fichier:

PDF, 26.83 MB

2020

7

Cloud/shadow detection based on spectral indices for multi/hyperspectral optical remote sensing imagery

Zhai, Han, Zhang, Hongyan, Zhang, Liangpei, Li, Pingxiang

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Année:

2018

Langue:

english

Fichier:

PDF, 6.36 MB

english, 2018

8

[IEEE 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - Salt Lake City, UT (2018.6.18-2018.6.23)] 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition - DOTA: A Large-Scale Dataset for Object Detection in Aerial Images

Xia, Gui-Song, Bai, Xiang, Ding, Jian, Zhu, Zhen, Belongie, Serge, Luo, Jiebo, Datcu, Mihai, Pelillo, Marcello, Zhang, Liangpei

Année:

2018

Langue:

english

Fichier:

PDF, 9 KB

english, 2018

9

Accessing the temporal and spectral features in crop type mapping using multi-temporal Sentinel-2 imagery: A case study of Yiâan County, Heilongjiang province, China

Zhang, Hongyan, Kang, Jinzhong, Xu, Xiong, Zhang, Liangpei

Journal:

Computers and Electronics in Agriculture

Année:

2020

Fichier:

PDF, 5.09 MB

2020

10

A Subspace-Based Change Detection Method for Hyperspectral Images

Wu, Chen, Du, Bo, Zhang, Liangpei

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Année:

2013

Langue:

english

Fichier:

PDF, 5.15 MB

english, 2013

11

Adaptive Multiple-Frame Image Super-Resolution Based on U-Curve

Qiangqiang Yuan,, Liangpei Zhang,, Huanfeng Shen,, Pingxiang Li,

Journal:

IEEE Transactions on Image Processing

Année:

2010

Langue:

english

Fichier:

PDF, 9.05 MB

english, 2010

12

Ensemble manifold regularized sparse low-rank approximation for multiview feature embedding

Zhang, Lefei, Zhang, Qian, Zhang, Liangpei, Tao, Dacheng, Huang, Xin, Du, Bo

Journal:

Pattern Recognition

Année:

2015

Langue:

english

Fichier:

PDF, 1.90 MB

english, 2015

13

Sparse-based reconstruction of missing information in remote sensing images from spectral/temporal complementary information

Li, Xinghua, Shen, Huanfeng, Zhang, Liangpei, Li, Huifang

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 4.93 MB

english, 2015

14

Stacked Convolutional Denoising Auto-Encoders for Feature Representation

Du, Bo, Xiong, Wei, Wu, Jia, Zhang, Lefei, Zhang, Liangpei, Tao, Dacheng

Journal:

IEEE Transactions on Cybernetics

Année:

2016

Langue:

english

Fichier:

PDF, 3.61 MB

english, 2016

15

Computational intelligence in optical remote sensing image processing

Zhong, Yanfei, Ma, Ailong, Ong, Yew soon, Zhu, Zexuan, Zhang, Liangpei

Journal:

Applied Soft Computing

Année:

2017

Langue:

english

Fichier:

PDF, 2.55 MB

english, 2017

16

Image Stitching by Line-guided Local Warping with Global Similarity Constraint

Xiang, Tian-Zhu, Xia, Gui-Song, Bai, Xiang, Zhang, Liangpei

Journal:

Pattern Recognition

Année:

2018

Langue:

english

Fichier:

PDF, 19.14 MB

english, 2018

17

Mini-UAV-Borne Hyperspectral Remote Sensing: From Observation and Processing to Applications

Zhong, Yanfei, Wang, Xinyu, Xu, Yao, Wang, Shaoyu, Jia, Tianyi, Hu, Xin, Zhao, Ji, Wei, Lifei, Zhang, Liangpei

Journal:

IEEE Geoscience and Remote Sensing Magazine

Année:

2018

Langue:

english

Fichier:

PDF, 2.25 MB

english, 2018

18

[IEEE 2019 Joint Urban Remote Sensing Event (JURSE) - Vannes, France (2019.5.22-2019.5.24)] 2019 Joint Urban Remote Sensing Event (JURSE) - Urban Expansion Trajectories in China’s 36 Major Cities

Shen, Yao, Shen, Huanfeng, Cheng, Qing, Huang, Liwen, Zhang, Liangpei

Année:

2019

Langue:

english

Fichier:

PDF, 644 KB

english, 2019

19

[IEEE 2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp) - Shanghai, China (2019.8.5-2019.8.7)] 2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp) - Deep Siamese Multi-scale Convolutional Network for Change Detection in Multi-temporal VHR Images

Chen, Hongruixuan, Wu, Chen, Du, Bo, Zhang, Liangpei

Année:

2019

Langue:

english

Fichier:

PDF, 492 KB

english, 2019

20

A differential information residual convolutional neural network for pansharpening

Jiang, Menghui, Shen, Huanfeng, Li, Jie, Yuan, Qiangqiang, Zhang, Liangpei

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Année:

2020

Fichier:

PDF, 30.45 MB

2020

21

Deep spatio-spectral Bayesian posterior for hyperspectral image non-i.i.d. noise removal

Zhang, Qiang, Yuan, Qiangqiang, Li, Jie, Sun, Fujun, Zhang, Liangpei

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Année:

2020

Fichier:

PDF, 22.52 MB

2020

22

RSNet: The Search for Remote Sensing Deep Neural Networks in Recognition Tasks

Wang, Junjue, Zhong, Yanfei, Zheng, Zhuo, Ma, Ailong, Zhang, Liangpei

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2020

Fichier:

PDF, 8.38 MB

2020

23

Comparison of Vector Stacking, Multi-SVMs Fuzzy Output, and Multi-SVMs Voting Methods for Multiscale VHR Urban Mapping

Xin Huang, Liangpei Zhang

Journal:

IEEE Geoscience and Remote Sensing Letters

Année:

2010

Langue:

english

Fichier:

PDF, 364 KB

english, 2010

24

Dimensionality Reduction Based on Clonal Selection for Hyperspectral Imagery

Zhang, Liangpei, Zhong, Yanfei, Huang, Bo, Gong, Jianya, Li, Pingxiang

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2007

Langue:

english

Fichier:

PDF, 1.32 MB

english, 2007

25

A Practical Compressed Sensing-Based Pan-Sharpening Method

Cheng Jiang, Hongyan Zhang, Huanfeng Shen, Liangpei Zhang

Journal:

IEEE Geoscience and Remote Sensing Letters

Année:

2012

Langue:

english

Fichier:

PDF, 649 KB

english, 2012

26

Target detection based on a dynamic subspace

Du, Bo, Zhang, Liangpei

Journal:

Pattern Recognition

Année:

2014

Langue:

english

Fichier:

PDF, 2.45 MB

english, 2014

27

Semisupervised Discriminative Locally Enhanced Alignment for Hyperspectral Image Classification

Shi, Qian, Zhang, Liangpei, Du, Bo

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2013

Langue:

english

Fichier:

PDF, 3.44 MB

english, 2013

28

SPIE Proceedings [SPIE MIPPR 2005 SAR and Multispectral Image Processing - Wuhan, China (Monday 31 October 2005)] MIPPR 2005: SAR and Multispectral Image Processing - A fast rotated template matching based on point feature

Li, Yuhai, Liu, Jian, Tian, Jinwen, Xu, Hongbo, Zhang, Liangpei, Zhang, Jianqing, Liao, Mingsheng

Année:

2005

Langue:

english

Fichier:

PDF, 363 KB

english, 2005

29

Sub-pixel mapping based on artificial immune systems for remote sensing imagery

Zhong, Yanfei, Zhang, Liangpei

Journal:

Pattern Recognition

Année:

2013

Langue:

english

Fichier:

PDF, 16.33 MB

english, 2013

30

An Adaptive Differential Evolution Endmember Extraction Algorithm for Hyperspectral Remote Sensing Imagery

Zhong, Yanfei, Zhao, Lin, Zhang, Liangpei

Journal:

IEEE Geoscience and Remote Sensing Letters

Année:

2014

Langue:

english

Fichier:

PDF, 615 KB

english, 2014

31

Hyperspectral Image Restoration Using Low-Rank Matrix Recovery

Hongyan Zhang,, Wei He,, Liangpei Zhang,, Huanfeng Shen,, Qiangqiang Yuan,

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2014

Langue:

english

Fichier:

PDF, 4.96 MB

english, 2014

32

An Endmember Dissimilarity Constrained Non-Negative Matrix Factorization Method for Hyperspectral Unmixing

Wang, Nan, Du, Bo, Zhang, Liangpei

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Année:

2013

Langue:

english

Fichier:

PDF, 5.10 MB

english, 2013

33

A sparse and discriminative tensor to vector projection for human gait feature representation

Zhang, Lefei, Zhang, Liangpei, Tao, Dacheng, Du, Bo

Journal:

Signal Processing

Année:

2015

Langue:

english

Fichier:

PDF, 572 KB

english, 2015

34

Adjustable Model-Based Fusion Method for Multispectral and Panchromatic Images

Liangpei Zhang,, Huanfeng Shen,, Wei Gong,, Hongyan Zhang,

Journal:

IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)

Année:

2012

Langue:

english

Fichier:

PDF, 1.62 MB

english, 2012

35

Remote Sensing Image Subpixel Mapping Based on Adaptive Differential Evolution

Yanfei Zhong,, Liangpei Zhang,

Journal:

IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)

Année:

2012

Langue:

english

Fichier:

PDF, 3.13 MB

english, 2012

36

Road centreline extraction from high‐resolution imagery based on multiscale structural features and support vector machines

Huang, Xin, Zhang, Liangpei

Journal:

International Journal of Remote Sensing

Année:

2009

Langue:

english

Fichier:

PDF, 4.84 MB

english, 2009

37

Low-voltage and high-performance electrothermal actuator based on multi-walled carbon nanotube/polymer composites

Zeng, Zhihui, Jin, Hao, Zhang, Liangpei, Zhang, Hui, Chen, Zhuo, Gao, Feng, Zhang, Zhong

Journal:

Année:

2015

Langue:

english

Fichier:

PDF, 1.36 MB

english, 2015

38

A novel building change index for automatic building change detection from high-resolution remote sensing imagery

Huang, Xin, Zhu, Tingting, Zhang, Liangpei, Tang, Yuqi

Journal:

Remote Sensing Letters

Année:

2014

Langue:

english

Fichier:

PDF, 554 KB

english, 2014

39

Spatiotemporal Detection and Analysis of Urban Villages in Mega City Regions of China Using High-Resolution Remotely Sensed Imagery

Huang, Xin, Liu, Hui, Zhang, Liangpei

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 3.71 MB

english, 2015

40

Spatial Coherence-Based Batch-Mode Active Learning for Remote Sensing Image Classification

Shi, Qian, Du, Bo, Zhang, Liangpei

Journal:

IEEE Transactions on Image Processing

Année:

2015

Langue:

english

Fichier:

PDF, 4.36 MB

english, 2015

41

Super-resolution land-cover mapping based on the selective endmember spectral mixture model in hyperspectral imagery

Zhang, Liangpei

Journal:

Optical Engineering

Année:

2011

Langue:

english

Fichier:

PDF, 2.76 MB

english, 2011

42

Combining Pixel- and Object-Based Machine Learning for Identification of Water-Body Types From Urban High-Resolution Remote-Sensing Imagery

Huang, Xin, Xie, Cong, Fang, Xing, Zhang, Liangpei

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 2.39 MB

english, 2015

43

Foreword to the special issue on hyperspectral remote sensing: Theory, methods, and applications

Du, Qian, Zhang, Liangpei, Zhang, Bing, Tong, Xiaohua, Du, Peijun, Chanussot, Jocelyn

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Année:

2013

Langue:

english

Fichier:

PDF, 1.22 MB

english, 2013

44

Classification of high-spatial resolution imagery based on distance-weighted Markov random field with an improved iterated conditional mode method

Zhang, Qian, Zhang, Liangpei, Huang, Xin

Journal:

International Journal of Remote Sensing

Année:

2011

Langue:

english

Fichier:

PDF, 7.19 MB

english, 2011

45

Hyperspectral Image Denoising via Noise-Adjusted Iterative Low-Rank Matrix Approximation

He, Wei, Zhang, Hongyan, Zhang, Liangpei, Shen, Huanfeng

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 2.57 MB

english, 2015

46

Scene Classification Based on the Multifeature Fusion Probabilistic Topic Model for High Spatial Resolution Remote Sensing Imagery

Zhong, Yanfei, Zhu, Qiqi, Zhang, Liangpei

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 3.17 MB

english, 2015

47

Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration

He, Wei, Zhang, Hongyan, Zhang, Liangpei, Shen, Huanfeng

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 2.36 MB

english, 2015

48

A Low-Rank and Sparse Matrix Decomposition-Based Mahalanobis Distance Method for Hyperspectral Anomaly Detection

Zhang, Yuxiang, Du, Bo, Zhang, Liangpei, Wang, Shugen

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2015

Langue:

english

Fichier:

PDF, 2.56 MB

english, 2015

49

Scene Classification via a Gradient Boosting Random Convolutional Network Framework

Zhang, Fan, Du, Bo, Zhang, Liangpei

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2016

Langue:

english

Fichier:

PDF, 1.61 MB

english, 2016

50

Framelet-based sparse regularization for uneven intensity correction of remote sensing images in a retinex variational framework

Lan, Xia, Zuo, Zhiyong, Shen, Huanfeng, Zhang, Liangpei, Hu, Jing

Journal:

Optik - International Journal for Light and Electron Optics

Année:

2016

Langue:

english

Fichier:

PDF, 2.37 MB

english, 2016