Cascaded Recurrent Neural Networks for Hyperspectral Image Classification

28 February 2019

Papers citing "Cascaded Recurrent Neural Networks for Hyperspectral Image Classification"

40 / 40 papers shown

Title
HyperspectralMAE: The Hyperspectral Imagery Classification Model using Fourier-Encoded Dual-Branch Masked Autoencoder Wooyoung Jeong Hyun Jae Park Seonghun Jeong Jong Wook Jang Tae Hoon Lim Dae Seoung Kim 29 0 0 09 May 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala Shri Kiran Srinivasan Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 51 0 0 27 Apr 2025
AI-Driven HSI: Multimodality, Fusion, Challenges, and the Deep Learning Revolution David S. Bhatti Yougin Choi Rahman S M Wahidur Maleeka Bakhtawar Sumin Kim Surin Lee Yongtae Lee Heung-No Lee 72 2 0 09 Feb 2025
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 66 25 0 17 Jun 2024
Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification Weilian Zhou Sei-ichiro Kamata Haipeng Wang Man-Sing Wong Huiying H. Hou Mamba 27 30 0 20 May 2024
Class Prior-Free Positive-Unlabeled Learning with Taylor Variational Loss for Hyperspectral Remote Sensing Imagery Hengwei Zhao Xinyu Wang Jingtao Li Yanfei Zhong 37 9 0 29 Aug 2023
One-Class Risk Estimation for One-Class Hyperspectral Image Classification Hengwei Zhao Yanfei Zhong Xinyu Wang H. Shu 29 8 0 27 Oct 2022
A3CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification Hengchao Li Wen-Shuai Hu Wei Li Jun Li Q. Du Antonio J. Plaza 31 96 0 09 Apr 2022
Deep Learning for UAV-based Object Detection and Tracking: A Survey Chao Xu Wei Li Danfeng Hong R. Tao Yong Liu 29 181 0 25 Oct 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 34 867 0 07 Jul 2021
A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification Qiqi Zhu Weihuan Deng Zhuo Zheng Yanfei Zhong Qingfeng Guan Weihua Lin Liangpei Zhang Deren Li 24 120 0 29 May 2021
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing Danfeng Hong Lianru Gao Jing Yao Naoto Yokoya Jocelyn Chanussot U. Heiden Bing Zhang 21 159 0 21 May 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing Danfeng Hong Wei He Naoto Yokoya Jing Yao Lianru Gao Liangpei Zhang Jocelyn Chanussot Xiaoxiang Zhu 41 0 0 02 Mar 2021
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification Zhuo Zheng Yanfei Zhong A. Ma Liangpei Zhang 27 180 0 11 Nov 2020
Hyperspectral Anomaly Change Detection Based on Auto-encoder Meiqi Hu Chen Wu Liangpei Zhang Bo Du 16 1 0 27 Oct 2020
Fusion of Dual Spatial Information for Hyperspectral Image Classification Puhong Duan Pedram Ghamisi Xudong Kang Behnood Rasti Shutao Li R. Gloaguen 20 101 0 23 Oct 2020
Unsupervised Feature Learning by Autoencoder and Prototypical Contrastive Learning for Hyperspectral Classification Zeyu Cao Xiaorun Li Liaoying Zhao SSL 13 30 0 02 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 46 951 0 12 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 21 1,094 0 06 Aug 2020
Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning Lianru Gao Danfeng Hong Jing Yao Bing Zhang Paolo Gamba Jocelyn Chanussot 64 125 0 28 Jul 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 18 63 0 22 Jun 2020
Hyperspectral Image Classification with Attention Aided CNNs Renlong Hang Zhu Li Qingshan Liu Pedram Ghamisi Shuvra S. Bhattacharyya 14 225 0 25 May 2020
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration Jian Kang Danfeng Hong Jialin Liu Gerald Baier Naoto Yokoya Begüm Demir 42 50 0 06 Mar 2020
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs Renlong Hang Zhu Li Pedram Ghamisi Danfeng Hong Guiyu Xia Qingshan Liu 13 260 0 04 Feb 2020
Statistical Loss and Analysis for Deep Learning in Hyperspectral Image Classification Z. Gong P. Zhong Weidong Hu 16 49 0 28 Dec 2019
Deep Manifold Embedding for Hyperspectral Image Classification Z. Gong Weidong Hu Xiaoyong Du P. Zhong Panhe Hu 29 27 0 24 Dec 2019
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 16 230 0 18 Dec 2019
Row-Sparse Discriminative Deep Dictionary Learning for Hyperspectral Image Classification Vanika Singhal A. Majumdar 18 14 0 11 Dec 2019
Unsupervised Segmentation of Hyperspectral Images Using 3D Convolutional Autoencoders J. Nalepa Michal Myller Y. Imai K. Honda T. Takeda Marek Antoniak 3DPC 13 58 0 20 Jul 2019
Remote Sensor Design for Visual Recognition with Convolutional Neural Networks Lucas Jaffe M. Zelinski W. Sakla 19 14 0 24 Jun 2019
Pixel DAG-Recurrent Neural Network for Spectral-Spatial Hyperspectral Image Classification Xiufang Li Qigong Sun Lingling Li Zhongle Ren Fang Liu L. Jiao 30 3 0 09 Jun 2019
Multi-scale Dynamic Graph Convolutional Network for Hyperspectral Image Classification Sheng Wan Chen Gong P. Zhong Bo Du Lefei Zhang Jian Yang 24 359 0 14 May 2019
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification Wen-Shuai Hu Hengchao Li Lei Pan Wei Li R. Tao Q. Du 27 150 0 09 May 2019
Deep Learning for Classification of Hyperspectral Data: A Comparative Review Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 20 463 0 24 Apr 2019
A Deep Recurrent Q Network towards Self-adapting Distributed Microservices architecture Basel Magableh 29 15 0 13 Jan 2019
Validating Hyperspectral Image Segmentation J. Nalepa Michal Myller M. Kawulok 13 78 0 08 Nov 2018
Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification Yuansheng Hua Lichao Mou Xiaoxiang Zhu 25 145 0 30 Jul 2018
Building Instance Classification Using Street View Images Jian Kang Marco Körner Yuanyuan Wang H. Taubenböck Xiaoxiang Zhu 18 295 0 25 Feb 2018
A CNN-based Spatial Feature Fusion Algorithm for Hyperspectral Imagery Classification Alan J. X. Guo Fei Zhu 16 36 0 31 Jan 2018
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network Xiangyong Cao Feng Zhou Lin Xu Deyu Meng Zongben Xu J. Paisley 21 249 0 01 May 2017