Dual-Channel Convolution Network with Image-Based Global Learning Framework for Hyperspectral Image Classification

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2021.3139358 ◽

2021 ◽

pp. 1-1

Author(s):

Haoyang Yu ◽

Hao Zhang ◽

Yao Liu ◽

Ke Zheng ◽

Zhen Xu ◽

...

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Global Learning ◽

Hyperspectral Image Classification ◽

Learning Framework ◽

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A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2021.3070577 ◽

2021 ◽

pp. 1-15

Author(s):

Qiqi Zhu ◽

Weihuan Deng ◽

Zhuo Zheng ◽

Yanfei Zhong ◽

Qingfeng Guan ◽

...

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Global Learning ◽

Hyperspectral Image Classification ◽

Learning Framework

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FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2020.2967821 ◽

2020 ◽

Vol 58 (8) ◽

pp. 5612-5626

Author(s):

Zhuo Zheng ◽

Yanfei Zhong ◽

Ailong Ma ◽

Liangpei Zhang

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Global Learning ◽

Hyperspectral Image Classification ◽

Learning Framework ◽

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Spectral–Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2017.2755542 ◽

2018 ◽

Vol 56 (2) ◽

pp. 847-858 ◽

Author(s):

Zilong Zhong ◽

Jonathan Li ◽

Zhiming Luo ◽

Michael Chapman

Keyword(s):

Deep Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Residual Network ◽

Learning Framework

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Fuzziness-based active learning framework to enhance hyperspectral image classification performance for discriminative and generative classifiers

PLoS ONE ◽

10.1371/journal.pone.0188996 ◽

2018 ◽

Vol 13 (1) ◽

pp. e0188996 ◽

Author(s):

Muhammad Ahmad ◽

Stanislav Protasov ◽

Adil Mehmood Khan ◽

Rasheed Hussain ◽

Asad Masood Khattak ◽

...

Keyword(s):

Active Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Classification Performance ◽

Hyperspectral Image Classification ◽

Learning Framework

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A batch-mode active learning framework by querying discriminative and representative samples for hyperspectral image classification

Neurocomputing ◽

10.1016/j.neucom.2015.11.062 ◽

2016 ◽

Vol 179 ◽

pp. 88-100 ◽

Author(s):

Zengmao Wang ◽

Bo Du ◽

Lefei Zhang ◽

Liangpei Zhang

Keyword(s):

Active Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Learning Framework ◽

Representative Samples

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SSDC-DenseNet: A Cost-Effective End-to-End Spectral-Spatial Dual-Channel Dense Network for Hyperspectral Image Classification

IEEE Access ◽

10.1109/access.2019.2925283 ◽

2019 ◽

Vol 7 ◽

pp. 84876-84889 ◽

Author(s):

Yutong Bai ◽

Qifan Zhang ◽

Zexin Lu ◽

Yi Zhang

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Cost Effective ◽

Dense Network ◽

Hyperspectral Image Classification ◽

Dual Channel ◽

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A regularized multi-metric active learning framework for hyperspectral image classification

2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) ◽

10.1109/whispers.2016.8071724 ◽

2016 ◽

Author(s):

Zhou Zhang ◽

Melba M. Crawford

Keyword(s):

Active Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Learning Framework

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Unsupervised spectral–spatial multiscale feature learning framework for hyperspectral image classification based on multiple kernel self-organizing maps

Journal of Applied Remote Sensing ◽

10.1117/1.jrs.14.046503 ◽

2020 ◽

Vol 14 (04) ◽

Author(s):

Noha Khattab ◽

Shaheera Rashwan ◽

Hala M. Ebied ◽

Walaa Sheta ◽

Howida Shedeed ◽

...

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Feature Learning ◽

Hyperspectral Image Classification ◽

Self Organizing Maps ◽

Learning Framework ◽

Multiple Kernel ◽

Self Organizing

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Semi-supervised co-training and active learning framework for hyperspectral image classification

2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) ◽

10.1109/igarss.2015.7325785 ◽

2015 ◽

Author(s):

Sathishkumar Samiappan ◽

Robert J. Moorhead

Keyword(s):

Active Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Learning Framework

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Dual-Channel Densenet for Hyperspectral Image Classification

IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2018.8517520 ◽

2018 ◽

Author(s):

Gefei Yang ◽

Utsav B. Gewali ◽

Emmett Ientilucci ◽

Micheal Gartley ◽

Sildomar T. Monteiro

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

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