Hybrid CNN-GCN Network for Hyperspectral Image Classification
In recent years, convolutional neural networks (CNNs) have been impressive due to their excellent feature representation abilities, but it is difficult to learn long-distance spatial structures information. Unlike CNN, graph convolutional networks (GCNs) can well handle the intrinsic manifold struct...
| Published in: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
|---|---|
| Main Authors: | Cuiping Shi, Diling Liao, Liguo Wang |
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
|
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10915579/ |
Similar Items
Spatial Multifeature and Dual-Layer Multihop Graph Convolution Networks for Hyperspectral Image Classification
by: Xiangyue Yu, et al.
Published: (2025-01-01)
by: Xiangyue Yu, et al.
Published: (2025-01-01)
Multiorder Graph Convolutional Network With Channel Attention for Hyperspectral Change Detection
by: Yuxiang Zhang, et al.
Published: (2024-01-01)
by: Yuxiang Zhang, et al.
Published: (2024-01-01)
Cross-Hopping Graph Networks for Hyperspectral–High Spatial Resolution (H<sup>2</sup>) Image Classification
by: Tao Chen, et al.
Published: (2024-08-01)
by: Tao Chen, et al.
Published: (2024-08-01)
Invariant Attribute-Driven Binary Bi-Branch Classification of Hyperspectral and LiDAR Images
by: Jiaqing Zhang, et al.
Published: (2023-08-01)
by: Jiaqing Zhang, et al.
Published: (2023-08-01)
Multiscale Wavelet and Graph Network With Spectral Self-Attention for Hyperspectral Image Classification
by: Anyembe C. Shibwabo, et al.
Published: (2025-01-01)
by: Anyembe C. Shibwabo, et al.
Published: (2025-01-01)
Hyperspectral Band Selection via Heterogeneous Graph Convolutional Self-Representation Network
by: Junde Chen, et al.
Published: (2025-01-01)
by: Junde Chen, et al.
Published: (2025-01-01)
Diverse-Region Hyperspectral Image Classification via Superpixelwise Graph Convolution Technique
by: Yan Huang, et al.
Published: (2022-06-01)
by: Yan Huang, et al.
Published: (2022-06-01)
Dual-Coupled CNN-GCN-Based Classification for Hyperspectral and LiDAR Data
by: Lei Wang, et al.
Published: (2022-07-01)
by: Lei Wang, et al.
Published: (2022-07-01)
A Cross-Attention-Based Multi-Information Fusion Transformer for Hyperspectral Image Classification
by: Jinghui Yang, et al.
Published: (2024-01-01)
by: Jinghui Yang, et al.
Published: (2024-01-01)
Domain-Invariant Progressive Enhancement for Cross-Scene Classification of Hyperspectral Images
by: Cuiping Shi, et al.
Published: (2025-01-01)
by: Cuiping Shi, et al.
Published: (2025-01-01)
Hyperspectral Multilevel GCN and CNN Feature Fusion for Change Detection
by: Chhaya Katiyar, et al.
Published: (2024-01-01)
by: Chhaya Katiyar, et al.
Published: (2024-01-01)
A Spectral Spatial Attention Fusion with Deformable Convolutional Residual Network for Hyperspectral Image Classification
by: Tianyu Zhang, et al.
Published: (2021-09-01)
by: Tianyu Zhang, et al.
Published: (2021-09-01)
A Joint Network of Edge-Aware and Spectral–Spatial Feature Learning for Hyperspectral Image Classification
by: Jianfeng Zheng, et al.
Published: (2024-07-01)
by: Jianfeng Zheng, et al.
Published: (2024-07-01)
DF2Net: Differential Feature Fusion Network for Hyperspectral Image Classification
by: Qingwang Wang, et al.
Published: (2024-01-01)
by: Qingwang Wang, et al.
Published: (2024-01-01)
Spatial-Spectral Adaptive Graph Convolutional Subspace Clustering for Hyperspectral Image
by: Yuqi Liu, et al.
Published: (2025-01-01)
by: Yuqi Liu, et al.
Published: (2025-01-01)
MGCET: MLP-mixer and Graph Convolutional Enhanced Transformer for Hyperspectral Image Classification
by: Mohammed A. A. Al-qaness, et al.
Published: (2024-08-01)
by: Mohammed A. A. Al-qaness, et al.
Published: (2024-08-01)
Adaptive Improved GCNs and SAM Superpixels for Hyperspectral Image Classification
by: Lei Wang, et al.
Published: (2025-01-01)
by: Lei Wang, et al.
Published: (2025-01-01)
SSFNet: Spatial–Spectral Frequency-Aware Network for Hyperspectral Image Classification
by: Guanliang Wan, et al.
Published: (2026-01-01)
by: Guanliang Wan, et al.
Published: (2026-01-01)
Efficient Graph Convolutional Self-Representation for Band Selection of Hyperspectral Image
by: Yaoming Cai, et al.
Published: (2020-01-01)
by: Yaoming Cai, et al.
Published: (2020-01-01)
Hyperspectral Image Classification Using a Multi-Scale CNN Architecture with Asymmetric Convolutions from Small to Large Kernels
by: Xun Liu, et al.
Published: (2025-04-01)
by: Xun Liu, et al.
Published: (2025-04-01)
Spatial-Spectral Transformer for Hyperspectral Image Classification
by: Xin He, et al.
Published: (2021-01-01)
by: Xin He, et al.
Published: (2021-01-01)
A Deep Neural Network Combined CNN and GCN for Remote Sensing Scene Classification
by: Jiali Liang, et al.
Published: (2020-01-01)
by: Jiali Liang, et al.
Published: (2020-01-01)
Hyperspectral Image Classification via Spectral Pooling and Hybrid Transformer
by: Chen Ma, et al.
Published: (2022-09-01)
by: Chen Ma, et al.
Published: (2022-09-01)
TransHSI: A Hybrid CNN-Transformer Method for Disjoint Sample-Based Hyperspectral Image Classification
by: Ping Zhang, et al.
Published: (2023-11-01)
by: Ping Zhang, et al.
Published: (2023-11-01)
Lightweight Multilevel Feature Fusion Network for Hyperspectral Image Classification
by: Miaomiao Liang, et al.
Published: (2021-12-01)
by: Miaomiao Liang, et al.
Published: (2021-12-01)
Dual-Branch Attention-Assisted CNN for Hyperspectral Image Classification
by: Wei Huang, et al.
Published: (2022-12-01)
by: Wei Huang, et al.
Published: (2022-12-01)
Adaptive Learnable Spectral–Spatial Fusion Transformer for Hyperspectral Image Classification
by: Minhui Wang, et al.
Published: (2024-05-01)
by: Minhui Wang, et al.
Published: (2024-05-01)
Dual Smooth Graph Convolutional Clustering for Large-Scale Hyperspectral Images
by: Jiaxin Chen, et al.
Published: (2024-01-01)
by: Jiaxin Chen, et al.
Published: (2024-01-01)
An Encoder–Decoder Convolution Network With Fine-Grained Spatial Information for Hyperspectral Images Classification
by: Zhongwei Li, et al.
Published: (2020-01-01)
by: Zhongwei Li, et al.
Published: (2020-01-01)
Hyperspectral Image Classification Based on Double-Hop Graph Attention Multiview Fusion Network
by: Ying Cui, et al.
Published: (2024-01-01)
by: Ying Cui, et al.
Published: (2024-01-01)
Hyperspectral Image Denoising via Low-Rank Representation and CNN Denoiser
by: Hezhi Sun, et al.
Published: (2022-01-01)
by: Hezhi Sun, et al.
Published: (2022-01-01)
Hyperspectral Image Classification via Spatial Shuffle-Based Convolutional Neural Network
by: Zhihui Wang, et al.
Published: (2023-08-01)
by: Zhihui Wang, et al.
Published: (2023-08-01)
Hyperspectral Image Classification Based on 3D Coordination Attention Mechanism Network
by: Cuiping Shi, et al.
Published: (2022-01-01)
by: Cuiping Shi, et al.
Published: (2022-01-01)
Self- and Cross-Attention Enhanced Transformer for Visible and Thermal Infrared Hyperspectral Image Classification
by: Enyu Zhao, et al.
Published: (2025-01-01)
by: Enyu Zhao, et al.
Published: (2025-01-01)
Deep Spectral Spatial Inverted Residual Network for Hyperspectral Image Classification
by: Tianyu Zhang, et al.
Published: (2021-11-01)
by: Tianyu Zhang, et al.
Published: (2021-11-01)
Spectral–Spatial Hypergraph Convolutional Network for Hyperspectral Image Classification
by: Qingwang Wang, et al.
Published: (2025-01-01)
by: Qingwang Wang, et al.
Published: (2025-01-01)
MulGCN: MultiGraph Convolutional Network for Aspect-Level Sentiment Analysis
by: Huyen Trang Phan, et al.
Published: (2025-01-01)
by: Huyen Trang Phan, et al.
Published: (2025-01-01)
Mapping Afghanistan’s Mineral Diversity With NASA EMIT Hyperspectral Data: Spatial–Spectral Transformer Versus CNN for Geo-Mineralogical Classification
by: Noshab Gul, et al.
Published: (2026-01-01)
by: Noshab Gul, et al.
Published: (2026-01-01)
<i>H<sup>2</sup>A<sup>2</sup></i>Net: A Hybrid Convolution and Hybrid Resolution Network with Double Attention for Hyperspectral Image Classification
by: Hao Shi, et al.
Published: (2022-08-01)
by: Hao Shi, et al.
Published: (2022-08-01)
Hybrid Dilated Convolution with Multi-Scale Residual Fusion Network for Hyperspectral Image Classification
by: Chenming Li, et al.
Published: (2021-05-01)
by: Chenming Li, et al.
Published: (2021-05-01)
Similar Items
-
Spatial Multifeature and Dual-Layer Multihop Graph Convolution Networks for Hyperspectral Image Classification
by: Xiangyue Yu, et al.
Published: (2025-01-01) -
Multiorder Graph Convolutional Network With Channel Attention for Hyperspectral Change Detection
by: Yuxiang Zhang, et al.
Published: (2024-01-01) -
Cross-Hopping Graph Networks for Hyperspectral–High Spatial Resolution (H<sup>2</sup>) Image Classification
by: Tao Chen, et al.
Published: (2024-08-01) -
Invariant Attribute-Driven Binary Bi-Branch Classification of Hyperspectral and LiDAR Images
by: Jiaqing Zhang, et al.
Published: (2023-08-01) -
Multiscale Wavelet and Graph Network With Spectral Self-Attention for Hyperspectral Image Classification
by: Anyembe C. Shibwabo, et al.
Published: (2025-01-01)
