Deep Recurrent Neural Networks for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2636241 ◽

2017 ◽

Vol 55 (7) ◽

pp. 3639-3655 ◽

Author(s):

Lichao Mou ◽

Pedram Ghamisi ◽

Xiao Xiang Zhu

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text

Multiscale Superpixel-Based Hyperspectral Image Classification Using Recurrent Neural Networks With Stacked Autoencoders

IEEE Transactions on Multimedia ◽

10.1109/tmm.2019.2928491 ◽

2020 ◽

Vol 22 (2) ◽

pp. 487-501 ◽

Author(s):

Cheng Shi ◽

Chi-Man Pun

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Stacked Autoencoders

Download Full-text

Guided filter based Deep Recurrent Neural Networks for Hyperspectral Image Classification

Procedia Computer Science ◽

10.1016/j.procs.2018.03.048 ◽

2018 ◽

Vol 129 ◽

pp. 219-223 ◽

Author(s):

Yanhui Guo ◽

Siming Han ◽

Han Cao ◽

Yu Zhang ◽

Qian Wang

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Guided Filter ◽

Hyperspectral Image Classification

Download Full-text

Geometry-Aware Deep Recurrent Neural Networks for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2020.3005623 ◽

2020 ◽

pp. 1-13

Author(s):

Siyuan Hao ◽

Wei Wang ◽

Mathieu Salzmann

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text

Corrections to “Deep Recurrent Neural Networks for Hyperspectral Image Classification” [Jul 17 3639-3655]

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2017.2779459 ◽

2018 ◽

Vol 56 (2) ◽

pp. 1214-1215 ◽

Author(s):

Lichao Mou ◽

Pedram Ghamisi ◽

Xiao Xiang Zhu

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text

Multi-scale hierarchical recurrent neural networks for hyperspectral image classification

Neurocomputing ◽

10.1016/j.neucom.2018.03.012 ◽

2018 ◽

Vol 294 ◽

pp. 82-93 ◽

Author(s):

Cheng Shi ◽

Chi-Man Pun

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Download Full-text

Cascaded Recurrent Neural Networks for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2019.2899129 ◽

2019 ◽

Vol 57 (8) ◽

pp. 5384-5394 ◽

Author(s):

Renlong Hang ◽

Qingshan Liu ◽

Danfeng Hong ◽

Pedram Ghamisi

Keyword(s):

Neural Networks ◽

Image Classification ◽

Recurrent Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text

Hyperspectral image classification by optimizing convolutional neural networks based on information theory and 3D-Gabor filters

International Journal of Remote Sensing ◽

10.1080/01431161.2021.1892854 ◽

2021 ◽

Vol 42 (11) ◽

pp. 4380-4410

Author(s):

Mohammad Ghassemi ◽

Hassan Ghassemian ◽

Maryam Imani

Keyword(s):

Neural Networks ◽

Information Theory ◽

Image Classification ◽

Convolutional Neural Networks ◽

Hyperspectral Image ◽

Gabor Filters ◽

Hyperspectral Image Classification

Download Full-text

Deep neural networks-based relevant latent representation learning for hyperspectral image classification

Pattern Recognition ◽

10.1016/j.patcog.2021.108224 ◽

2021 ◽

pp. 108224

Author(s):

Akrem Sellami ◽

Salvatore Tabbone

Keyword(s):

Neural Networks ◽

Image Classification ◽

Deep Neural Networks ◽

Hyperspectral Image ◽

Representation Learning ◽

Hyperspectral Image Classification

Download Full-text

Deformable Convolutional Neural Networks for Hyperspectral Image Classification

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2018.2830403 ◽

2018 ◽

Vol 15 (8) ◽

pp. 1254-1258 ◽

Author(s):

Jian Zhu ◽

Leyuan Fang ◽

Pedram Ghamisi

Keyword(s):

Neural Networks ◽

Image Classification ◽

Convolutional Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text

3D Convolutional Neural Networks with Image Fusion for Hyperspectral Image Classification

Advances in Intelligent Systems and Computing - The 10th International Conference on Computer Engineering and Networks ◽

10.1007/978-981-15-8462-6_47 ◽

2020 ◽

pp. 419-428

Author(s):

Cheng Shi ◽

Jie Zhang ◽

Zhenzhen You ◽

Zhiyong Lv

Keyword(s):

Neural Networks ◽

Image Fusion ◽

Image Classification ◽

Convolutional Neural Networks ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

Download Full-text