Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects

15 January 2021

Jocelyn Chanussot

Papers citing "Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects"

50 / 52 papers shown

Title
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification Yapeng Li Yong Luo Lefei Zhang Zengmao Wang Bo Du Mamba 76 65 0 10 Jan 2025
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging Andrea Dosi Massimo Brescia S. Cavuoti Mariarca DÁniello M. D. Veneri ... Adriano Ettari Giuseppe Longo Alvi Rownok Luca Sannino Maria Zampella 45 1 0 14 Sep 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 257 30,123 0 01 Mar 2022
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Sen Jia Shuguo Jiang Zhijie Lin Nanying Li Meng Xu Shiqi Yu VLM 63 278 0 03 Dec 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 60 897 0 07 Jul 2021
FCCDN: Feature Constraint Network for VHR Image Change Detection Pan Chen Danfeng Hong Zhengchao Chen Xuan S. Yang Baipeng Li Bing Zhang 64 151 0 23 May 2021
AngularGrad: A New Optimization Technique for Angular Convergence of Convolutional Neural Networks S. K. Roy Mercedes Eugenia Paoletti J. Haut S. Dubey Purushottam Kar A. Plaza B. B. Chaudhuri ODL 51 18 0 21 May 2021
Hyperspectral Classification Based on Lightweight 3-D-CNN With Transfer Learning Haokui Zhang Ying Li Yenan Jiang Peng Wang Qiang Shen Chunhua Shen 37 170 0 07 Dec 2020
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction Danfeng Hong Naoto Yokoya Jocelyn Chanussot Jian Xu Xiaoxiang Zhu 28 81 0 21 Sep 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification Danfeng Hong Lianru Gao Naoto Yokoya Jing Yao Jocelyn Chanussot Q. Du Bing Zhang 73 967 0 12 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 40 1,112 0 06 Aug 2020
Gradient Centralization: A New Optimization Technique for Deep Neural Networks Hongwei Yong Jianqiang Huang Xiansheng Hua Lei Zhang ODL 54 186 0 03 Apr 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 92 153 0 05 Mar 2020
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification Danfeng Hong Xin Wu Pedram Ghamisi Jocelyn Chanussot Naoto Yokoya Xiaoxiang Zhu 55 233 0 18 Dec 2019
Deep Learning for Hyperspectral Image Classification: An Overview Shutao Li Weiwei Song Leyuan Fang Yushi Chen Pedram Ghamisi J. Benediktsson 53 1,259 0 26 Oct 2019
Hyperspectral Image Classification With Context-Aware Dynamic Graph Convolutional Network Sheng Wan Chen Gong P. Zhong Shirui Pan Guangyu Li Jian Yang 62 147 0 26 Sep 2019
diffGrad: An Optimization Method for Convolutional Neural Networks S. Dubey Soumendu Chakraborty Swalpa Kumar Roy Snehasis Mukherjee S. Singh B. B. Chaudhuri ODL 119 187 0 12 Sep 2019
On the Variance of the Adaptive Learning Rate and Beyond Liyuan Liu Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao Jiawei Han ODL 280 1,904 0 08 Aug 2019
Band Attention Convolutional Networks For Hyperspectral Image Classification Hongwei Dong Lamei Zhang B. Zou 18 24 0 11 Jun 2019
Fourier-based Rotation-invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection Xin Wu Danfeng Hong Jocelyn Chanussot Yang Xu R. Tao Yue Wang ObjD 52 106 0 27 May 2019
Generative Adversarial Networks and Conditional Random Fields for Hyperspectral Image Classification Zilong Zhong Jonathan Li David A Clausi A. Wong GAN 30 109 0 12 May 2019
Active Multi-Kernel Domain Adaptation for Hyperspectral Image Classification Cheng Deng Xianglong Liu Chao Li Dacheng Tao 35 139 0 10 Apr 2019
Active Transfer Learning Network: A Unified Deep Joint Spectral-Spatial Feature Learning Model For Hyperspectral Image Classification Cheng Deng Yumeng Xue Xianglong Liu Chao Li Dacheng Tao 45 145 0 04 Apr 2019
Hyperspectral Data Augmentation J. Nalepa Michal Myller M. Kawulok 34 20 0 13 Mar 2019
Cascaded Recurrent Neural Networks for Hyperspectral Image Classification Renlong Hang Qingshan Liu Danfeng Hong Pedram Ghamisi 35 631 0 28 Feb 2019
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification Swalpa Kumar Roy G. Krishna S. Dubey B. B. Chaudhuri 92 1,116 0 18 Feb 2019
ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features Xin Wu Danfeng Hong Jiaojiao Tian Jocelyn Chanussot Wei Li R. Tao ObjD 42 187 0 23 Jan 2019
Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification Danfeng Hong Naoto Yokoya N. Ge Jocelyn Chanussot Xiaoxiang Zhu 51 216 0 09 Jan 2019
LiSHT: Non-Parametric Linearly Scaled Hyperbolic Tangent Activation Function for Neural Networks Swalpa Kumar Roy Suvojit Manna S. Dubey B. B. Chaudhuri 39 50 0 01 Jan 2019
CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences Danfeng Hong Naoto Yokoya Jocelyn Chanussot Xiaoxiang Zhu 46 195 0 30 Dec 2018
Shorten Spatial-spectral RNN with Parallel-GRU for Hyperspectral Image Classification Haowen Luo 31 24 0 30 Oct 2018
An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing Danfeng Hong Naoto Yokoya Jocelyn Chanussot Xiaoxiang Zhu 39 712 0 29 Oct 2018
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 79 583 0 15 Jun 2018
Spectral-spatial classification of hyperspectral images: three tricks and a new supervised learning setting Jacopo Acquarelli Elena Marchiori Lutgarde M. C. Buydens Thanh Tran Twan van Laarhoven 27 42 0 15 Nov 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 74 1,611 0 11 Oct 2017
Segmented and Non-Segmented Stacked Denoising Autoencoder for Hyperspectral Band Reduction Muhammad Ahmad A. Khan Manuel Mazzara Rasheed Hussain 47 35 0 19 May 2017
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network Xiangyong Cao Feng Zhou Lin Xu Deyu Meng Zongben Xu J. Paisley 30 252 0 01 May 2017
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification Qingshan Liu F. Zhou Renlong Hang Xiaotong Yuan 59 259 0 23 Mar 2017
Remote Sensing Image Scene Classification: Benchmark and State of the Art Gong Cheng Junwei Han Xiaoqiang Lu 101 2,253 0 01 Mar 2017
Active Deep Learning for Classification of Hyperspectral Images Peng Liu Hui Zhang K. Eom 42 229 0 30 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 604 29,032 0 09 Sep 2016
A Deep Learning Approach to Unsupervised Ensemble Learning Uri Shaham Xiuyuan Cheng Omer Dror Ariel Jaffe B. Nadler Joseph T. Chang Y. Kluger UQCV 57 35 0 06 Feb 2016
Recent Advances in Convolutional Neural Networks Jiuxiang Gu Zhenhua Wang Jason Kuen Lianyang Ma Amir Shahroudy ... Xingxing Wang Li Wang Gang Wang Jianfei Cai Tsuhan Chen 181 5,210 0 22 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 246 4,667 0 21 Dec 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 237 6,775 0 03 Sep 2014
Network In Network Min Lin Qiang Chen Shuicheng Yan 291 6,274 0 16 Dec 2013
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods Gustavo Camps-Valls D. Tuia Lorenzo Bruzzone J. Benediktsson 60 668 0 18 Oct 2013
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 447 7,660 0 03 Jul 2012